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Course / Learning material,Source,Course Level,Type (Free or Paid),Module,Duration,"Module / Sub-module 
Difficulty level",Keywords / Tags / Skills / Interests / Categories,Links
Introduction to Machine Learning,Google Developers,Beginners,Free,Introduction to Machine Learning,20 mins,Easy,machine learning,https://developers.google.com/machine-learning/intro-to-ml
Introduction to Machine Learning,Google Developers,Beginners,Free,What is Machine Learning,20 mins,Easy,machine learning,https://developers.google.com/machine-learning/intro-to-ml/what-is-ml
Introduction to Machine Learning,Google Developers,Beginners,Free,Supervised Learning,20 mins,Easy to Medium,supervised learning,https://developers.google.com/machine-learning/intro-to-ml/supervised
Introduction to Machine Learning,Google Developers,Beginners,Free,Test your understanding,10 mins,Easy,machine learning test,https://developers.google.com/machine-learning/intro-to-ml/understanding
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Introduction to ML,3 mins,Easy,machine learning,https://developers.google.com/machine-learning/crash-course/ml-intro
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Framing - Video Lecture,,Easy to Medium,problem statement,https://developers.google.com/machine-learning/crash-course/descending-into-ml/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Framing - Key ML Terminology,15 mins,Easy,ml terminologies,https://developers.google.com/machine-learning/crash-course/framing/ml-terminology
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Descending into ML - Video Lecture,,Easy to Medium,machine learning,https://developers.google.com/machine-learning/crash-course/descending-into-ml/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Descending into ML - Linear Regression,,Easy to Medium,"machine learning, linear regrression",https://developers.google.com/machine-learning/crash-course/descending-into-ml/linear-regression
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Descending into ML - Training and Loss,,Easy to Medium,"machine learning, training, loss",https://developers.google.com/machine-learning/crash-course/descending-into-ml/training-and-loss
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Reducing Loss - Video Lecture,20 mins,Easy to Medium,reducing loss,https://developers.google.com/machine-learning/crash-course/reducing-loss/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Reducing Loss - An Iterative Approach,,Easy to Medium,"iterative approach, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/an-iterative-approach
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Reducing Loss - Gradient Descent,,Easy to Medium,"gradient descent, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/gradient-descent
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Reducing Loss - Learning Rate,,Easy to Medium,"learning rate, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/learning-rate
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Reducing Loss - Optimizing Learning Rate,,Easy to Medium,"optimising, learning rate, reducing loss",https://developers.google.com/machine-learning/crash-course/fitter/graph
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Reducing Loss - Stochastic Gradient Descent,60 mins,Easy to Medium,"stochastic, gradient descent, reducing loss",https://developers.google.com/machine-learning/crash-course/reducing-loss/stochastic-gradient-descent
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Reducing Loss - Playground Exercise,,Easy to Medium,"reducing loss, practical",https://developers.google.com/machine-learning/crash-course/reducing-loss/playground-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,First Steps with TensorFlow - Toolkit,,Easy,"tensorflow, toolkit",https://developers.google.com/machine-learning/crash-course/first-steps-with-tensorflow/toolkit
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,First Steps with TensorFlow - Toolkit,,Easy,"tensorflow, toolkit",https://developers.google.com/machine-learning/crash-course/first-steps-with-tensorflow/programming-exercises
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Generalisation - Video Lecture,,Easy,generalisation,https://developers.google.com/machine-learning/crash-course/generalization/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Generalisation - Peril of Overfitting,,Easy,"generalisation, overfitting",https://developers.google.com/machine-learning/crash-course/generalization/peril-of-overfitting
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Training and Test Sets - Video Lecture,,Easy,"training, test, datasets",https://developers.google.com/machine-learning/crash-course/training-and-test-sets/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Training and Test Sets - Splitting Data,,Easy,"training, test, datasets, splitting, data",https://developers.google.com/machine-learning/crash-course/training-and-test-sets/splitting-data
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Training and Test Sets - Playground Exercise,,Easy,"training, test, datasets",https://developers.google.com/machine-learning/crash-course/training-and-test-sets/playground-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Validation Set - Video lecture,65 mins,Easy,validation set,https://developers.google.com/machine-learning/crash-course/validation/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Validation Set - Another Partition,,Easy,"validation set, partition",https://developers.google.com/machine-learning/crash-course/validation/another-partition
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Validation Set - Playground Exercise,,Easy,validation set,https://developers.google.com/machine-learning/crash-course/validation/programming-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Representation - Video lecture,,Easy to Medium,representation,https://developers.google.com/machine-learning/crash-course/representation/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Representation - Feature Engineering,15 mins,Easy to Medium,"representation, feature engineering",https://developers.google.com/machine-learning/crash-course/representation/feature-engineering
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Representation - Qualities of Good Features,,Easy to Medium,"representation, qualities, good features",https://developers.google.com/machine-learning/crash-course/representation/qualities-of-good-features
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Representation - Cleaning Data,,Easy to Medium,"representation, cleaning, data",https://developers.google.com/machine-learning/crash-course/representation/cleaning-data
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Feature Crosses - Video lecture,,Easy to Medium,"feature, crosses",https://developers.google.com/machine-learning/crash-course/feature-crosses/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Feature Crosses - Encoding Nonlinearity,25 mins,Easy to Medium,"feature, crosses, encoding, nonlinearity",https://developers.google.com/machine-learning/crash-course/feature-crosses/encoding-nonlinearity
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Feature Crosses - Crossing One-Hot Vectors,,Easy to Medium,"feature, crosses, one-hot vectors",https://developers.google.com/machine-learning/crash-course/feature-crosses/crossing-one-hot-vectors
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Feature Crosses - Playground Exercises,,Easy to Medium,"feature, crosses",https://developers.google.com/machine-learning/crash-course/feature-crosses/playground-exercises
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Feature Crosses - Programming Exercise,,Easy to Medium,"feature, crosses",https://developers.google.com/machine-learning/crash-course/feature-crosses/programming-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Simplicity - Playground Exercise: Overcrossing?,,Medium,"regularisation, simplicity",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/playground-exercise-overcrossing
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Simplicity - Video Lecture,35 mins,Medium,"regularisation, simplicity",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Simplicity - L2 Regularization,,Medium,"regularisation, simplicity, l2, regularisation",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/l2-regularization
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Simplicity - Lambda,,Medium,"regularisation, simplicity, lambda",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/lambda
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Simplicity - Playground Exercise: L2 Regularization,,Medium,"regularisation, simplicity",https://developers.google.com/machine-learning/crash-course/regularization-for-simplicity/playground-exercise-examining-l2-regularization
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Logistic Regression - Video Lecture,,Easy to Medium,logistic regression,https://developers.google.com/machine-learning/crash-course/logistic-regression/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Logistic Regression - Calculating a Probability,35 mins,Easy to Medium,"logistic regression, probability",https://developers.google.com/machine-learning/crash-course/logistic-regression/calculating-a-probability
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Logistic Regression - Loss and Regularization,,Easy to Medium,"logistic regression, loss, regularisation",https://developers.google.com/machine-learning/crash-course/logistic-regression/model-training
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - Video Lecture,,Easy to Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - Thresholding,,Easy to Medium,"classification, threshold",https://developers.google.com/machine-learning/crash-course/classification/thresholding
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - True vs. False; Positive vs. Negative,,Easy to Medium,"classification, confusion matrix",https://developers.google.com/machine-learning/crash-course/classification/true-false-positive-negative
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - Accuracy,,Easy to Medium,"classification, accuracy",https://developers.google.com/machine-learning/crash-course/classification/accuracy
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - Precision and Recall,70 mins,Easy to Medium,"classification, precision, recall",https://developers.google.com/machine-learning/crash-course/classification/precision-and-recall
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,"Classification - Check Your Understanding: Accuracy, Precision, Recall",,Easy to Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/check-your-understanding-accuracy-precision-recall 
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - ROC Curve and AUC,,Easy to Medium,"classification, roc, roc curve, auc",https://developers.google.com/machine-learning/crash-course/classification/roc-and-auc
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - Check Your Understanding: ROC and AUC,,Easy to Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/check-your-understanding-roc-and-auc
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - Prediction Bias,,Easy to Medium,"classification, prediction, bias",https://developers.google.com/machine-learning/crash-course/classification/prediction-bias
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Classification - Programming Exercise,,Easy to Medium,classification,https://developers.google.com/machine-learning/crash-course/classification/programming-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Sparcity - Video Lecture,,Medium,"regulisation, sparcity",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Sparcity - L1 Regularization,40 mins,Medium,"regulisation, sparcity, l1, regularisation",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/l1-regularization
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Sparcity - Playground Exercise,,Medium,"regulisation, sparcity",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/playground-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Regularization: Sparcity - Check Your Understanding,,Medium,"regulisation, sparcity",https://developers.google.com/machine-learning/crash-course/regularization-for-sparsity/check-your-understanding
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Neural Networks - Video Lecture,,Easy to Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Neural Networks - Structure,,Easy to Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/anatomy
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Neural Networks - Playground Exercises,,Easy to Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/playground-exercises
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Neural Networks - Programming Exercise,,Easy to Medium,neural networks,https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/programming-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Training Neural Networks - Video Lecture,20 mins,Easy to Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/training-neural-networks/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Training Neural Networks - Best Practices,,Easy to Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/training-neural-networks/best-practices
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Multi-class Neural Networks - Video Lecture,,Easy to Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Multi-class Neural Networks - One vs. All,,Easy to Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/one-vs-all
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Multi-class Neural Networks - Softmax,,Easy to Medium,"training, neural networks, softmax",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/softmax
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Multi-class Neural Networks - Programming Exercise,90 mins,Easy to Medium,"training, neural networks",https://developers.google.com/machine-learning/crash-course/multi-class-neural-networks/programming-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Embeddings - Video Lecture,,Easy to Medium,embeddings,https://developers.google.com/machine-learning/crash-course/embeddings/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Embeddings - Motivation from Collaborative Filtering,,Easy to Medium,"embeddings, collaborative filtering",https://developers.google.com/machine-learning/crash-course/embeddings/motivation-from-collaborative-filtering
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Embeddings - Categorical Input Data,,Easy to Medium,"embeddings, categorical data",https://developers.google.com/machine-learning/crash-course/embeddings/categorical-input-data
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Embeddings - Translating to a Lower-Dimensional Space,,Easy to Medium,"embeddings, low dimensional space",https://developers.google.com/machine-learning/crash-course/embeddings/translating-to-a-lower-dimensional-space
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Embeddings - Obtaining Embeddings,,Easy to Medium,"embeddings, embeddings",https://developers.google.com/machine-learning/crash-course/embeddings/obtaining-embeddings
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Production ML Systems,3 mins,Medium,"production, ml systems",https://developers.google.com/machine-learning/crash-course/production-ml-systems
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Static versus Dynamic training,7 mins,Medium,"statis, dynamic, training",https://developers.google.com/machine-learning/crash-course/static-vs-dynamic-training/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Static versus Dynamic inferencing,7 mins,Medium,"statis, dynamic, inferencing",https://developers.google.com/machine-learning/crash-course/static-vs-dynamic-inference/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Data Dependencies,14 mins,Medium,"data, dependencies",https://developers.google.com/machine-learning/crash-course/data-dependencies/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Fairness,70 mins,Easy to Medium,fairness,https://developers.google.com/machine-learning/crash-course/fairness/video-lecture
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Fairness - Types of Bias,,Easy to Medium,"fairness, bias, types",https://developers.google.com/machine-learning/crash-course/fairness/types-of-bias
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Fairness - Identifying Bias,,Easy to Medium,"fairness, identifying, bias",https://developers.google.com/machine-learning/crash-course/fairness/identifying-bias
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Fairness - Evaluating for Bias,,Easy to Medium,"fairness, evualting, bias",https://developers.google.com/machine-learning/crash-course/fairness/evaluating-for-bias
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Fairness - Programming Exercise,,Easy to Medium,fairness,https://developers.google.com/machine-learning/crash-course/fairness/programming-exercise
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Cancer Prediction - ML Systems in the Real World,5 mins,Easy to Medium,"real world, cancer, prediction, ml systems",https://developers.google.com/machine-learning/crash-course/cancer-prediction
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Literature - ML Systems in the Real World,5 mins,Easy to Medium,"real world, literature, ml systems",https://developers.google.com/machine-learning/crash-course/18th-century-literature
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Guidelines - ML Systems in the Real World,2 mins,Easy to Medium,"real world, guidelines, ml systems",https://developers.google.com/machine-learning/crash-course/real-world-guidelines
Machine Learning Crash Course (Foundation),Google Developers,Beginners to Intermediate,Free,Glossary - Machine Learning Crash Course (Foundation),,Easy to Medium,"glossary, machine learning",https://developers.google.com/machine-learning/glossary
Problem Framing (ML related),Google Developers,Beginners to Intermediate,Free,Overview - Introduction to Machine Learning Problem Framing,5mins,Easy,"ML Problems, samples,solution, machine, label",https://developers.google.com/machine-learning/problem-framing
Problem Framing (ML related),Google Developers,Beginners to Intermediate,Free,Overview - Problem Framing,5mins,Medium,"problems, framing, data, samples, approach, steps, solution",https://developers.google.com/machine-learning/problem-framing/problem-framing
Problem Framing (ML related),Google Developers,Beginners to Intermediate,Free,ML Problem Framing - Understanding the Problem,25 minutes,Medium,"data, ml, solution, dataset, user, prediction, predictions",https://developers.google.com/machine-learning/problem-framing/problem
Problem Framing (ML related),Google Developers,Beginners to Intermediate,Free,ML Problem Framing - Framing an ML problem,15mins,Medium,"model, prediction, regression, metrics, proxy, users, outcome ",https://developers.google.com/machine-learning/problem-framing/ml-framing
Problem Framing (ML related),Google Developers,Beginners to Intermediate,Free,Conclusion - Implementing a model,10mins,Medium,"model, models, data, prediction, outcome, inference, ml, alert, server ",https://developers.google.com/machine-learning/problem-framing/implement-model
Problem Framing (ML related),Google Developers,Beginners to Intermediate,Free,Conclusion - Summary and next steps,10 minutes,Medium,"licence, content, code, preference, oracle, developers, label",https://developers.google.com/machine-learning/problem-framing/summary
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Decision Forests,2.5 hours,Medium to Hard,"Machine Learning, Advance Machine Learning, Decision Trees, Neural Network, Decision Forests,Hyperparamters",https://developers.google.com/machine-learning/decision-forests
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What's in this Course ?,5 minutes,Easy,"Decision Trees, Decision Forests, classification, regression, uplift modeling",https://developers.google.com/machine-learning/decision-forests

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What's in this Course: Course Introduction,2 minutes,Easy,"Decision Trees, Decision Forests, classification, regression, uplift modeling",https://developers.google.com/machine-learning/decision-forests
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What's in this Course: Appropriate Data,3 minutes,Easy,"Decision Trees, Decision Forests, preprocessing, imputation",https://developers.google.com/machine-learning/decision-forests/appropriate-data

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Decision Trees ?,16 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node",https://developers.google.com/machine-learning/decision-forests/decision-trees

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Decision Trees: Overview,4 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node",https://developers.google.com/machine-learning/decision-forests/decision-trees

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Decision Trees: Conditions,7 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Binary, Non-Binary, Axis Aligned, Oblique Condition",https://developers.google.com/machine-learning/decision-forests/conditions

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Decision Trees: Check Your Understanding,5 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Binary, Non-Binary, Axis Aligned, Oblique Condition",https://developers.google.com/machine-learning/decision-forests/decision-trees-mce

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees ?,47 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy",https://developers.google.com/machine-learning/decision-forests/growing

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees : Growing Decision Trees,10 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy",https://developers.google.com/machine-learning/decision-forests/growing

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees : Binary Classification,10 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/binary-classification

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees : Check Your Understanding,5 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/training-mce

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees : Overfitting and Pruning,7 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Overfitting, Pruning",https://developers.google.com/machine-learning/decision-forests/overfitting-and-pruning

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees : Check Your Understanding,5 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, Overfitting, Pruning",https://developers.google.com/machine-learning/decision-forests/overfitting-mce

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees : Variable Importances,5 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, variiable importance, feature importance",https://developers.google.com/machine-learning/decision-forests/variable-importances

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,How do you train Decision Trees : Check Your Understanding,5 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Split, Node, variable importance, feature importance",https://developers.google.com/machine-learning/decision-forests/variable-importances-mce

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,A Decision Tree Example,5 minutes,Medium to Hard,"Decision Trees, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/practice

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,A Decision Tree Example: A full example,5 minutes,Medium to Hard,"Decision Trees, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/practice

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Decision Forests ?,2 minutes,Medium to Hard,"Decision Forests, Random Forest",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests-real

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Decision Forests : Introduction,2 minutes,Medium to Hard,"Decision Forests, Random Forest",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests-real

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Random Forests ?,22 minutes,Medium to Hard,"Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Random Forests : Introduction,2 minutes,Medium to Hard,"Random Forest, Split, Node, Information Gain, Gini, Shannon Entropy, Binary Classification",https://developers.google.com/machine-learning/decision-forests/intro-to-decision-forests

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Random Forests : Random Forests,8 minutes,Medium to Hard,"Random Forest, Ensemble, Bagging, Bootstrap, Attribute Sampling, regularization, pruning",https://developers.google.com/machine-learning/decision-forests/random-forests

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Random Forests : Check Your Understanding,5 minutes,Medium to Hard,"Random Forest, Ensemble, Bagging, Bootstrap, Attribute Sampling, regularization, pruning",https://developers.google.com/machine-learning/decision-forests/random-forests-mce

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Random Forests : Out-of-bag Evaluation,5 minutes,Medium to Hard,"Random Forest, Ensemble, Out-of-bag Evaluation, obb evaluation, TF-DF",https://developers.google.com/machine-learning/decision-forests/out-of-bag

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Random Forests : Other topics,2 minutes,Medium to Hard,"Random Forest, Ensemble, Out-of-bag Evaluation, obb evaluation, TF-DF, Intrepretation, SHAP, SHapley Additive Explainations",https://developers.google.com/machine-learning/decision-forests/other-topics

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Gradient Boosted Decision Trees ?,10 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Gradient Boosting, shrinkage",https://developers.google.com/machine-learning/decision-forests/intro-to-gbdt

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Gradient Boosted Decision Trees : Introduction,2 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Gradient Boosting, shrinkage",https://developers.google.com/machine-learning/decision-forests/intro-to-gbdt

Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Gradient Boosted Decision Trees : The gradient boosting algorithm (optional),3 minutes,Medium to Hard,"Gradient Boosting, Newton's Method",https://developers.google.com/machine-learning/decision-forests/gradient-boosting
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What are Gradient Boosted Decision Trees : Overfitting and Regularization,5 minutes,Medium to Hard,"Overfitting, Regularization, Early Stopping, Random Forest, Gradient Boosting, Decision Trees",https://developers.google.com/machine-learning/decision-forests/overfitting-gbdt
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,What did you learn ? : Course Summary,2 minutes,Medium to Hard,"Decision Trees, Decision Forests, Random Forest, Overfitting, Pruning, Regularization, Information Gain, Gini, Bagging, Gradient Boosting",https://developers.google.com/machine-learning/decision-forests/summary
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Recommendation Systems,4 hours,Medium to Hard,"Machine Learning, Advance Machine Learning, Decision Trees, Neural Network, Recommendation System, Deep Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Introduction,5 minutes,Easy,"Machine Learning, Advance Machine Learning, Recommendation System, Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Background,60 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation/overview
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Background : Large Scale Recommendation Systems,20 minutes,Easy,"Recommendation System, Neural Network, Deep Learning",https://developers.google.com/machine-learning/recommendation/overview
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Background : Terminolgy,10 minutes,Easy,"Recommendation System, Neural Network, Deep Learning, Embedding, Query, Item",https://developers.google.com/machine-learning/recommendation/overview/terminology
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Background : Recommendation Systems Overview,20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, Scoring, Re-ranking",https://developers.google.com/machine-learning/recommendation/overview/types
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Background : Check Your Understanding,10 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, Scoring, Re-ranking, Matrix Factorization, softmax",https://developers.google.com/machine-learning/recommendation/overview/check-your-understanding
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Candidate Generation,20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering, collaborative-filtering, Embedding, Euclidean distance",https://developers.google.com/machine-learning/recommendation/overview/candidate-generation
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Content Based Filtering,25 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering",https://developers.google.com/machine-learning/recommendation/content-based/basics
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Content Based Filtering : Basics,15 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering",https://developers.google.com/machine-learning/recommendation/content-based/basics
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Content Based Filtering : Advantages & Disadvantages,10 minutes,Easy,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, content-based-filtering",https://developers.google.com/machine-learning/recommendation/content-based/summary
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Collaborative Filtering and Matrix Factorization,135 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding",https://developers.google.com/machine-learning/recommendation/collaborative/basics
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Collaborative Filtering and Matrix Factorization : Basics,15 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding",https://developers.google.com/machine-learning/recommendation/collaborative/basics
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Collaborative Filtering and Matrix Factorization : Matrix Factorization,20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, Embedding, Matrix Factorization, SVD, Single Value Decomposition,Stochastic gradient Descent, SGD, Weighted Alternating Least Sqaures, WALS",https://developers.google.com/machine-learning/recommendation/collaborative/matrix
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Collaborative Filtering and Matrix Factorization : Advantages & Disadvantages,10 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding, Matrix Factorization",https://developers.google.com/machine-learning/recommendation/collaborative/summary
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Collaborative Filtering and Matrix Factorization : Movie Recommendation System Exercise,90 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Candidate Generation, collaborative-filtering, Embedding, Matrix Factorization",https://developers.google.com/machine-learning/recommendation/labs/movie-rec-programming-exercise
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Recommendation using Deep Neural Network,40 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding",https://developers.google.com/machine-learning/recommendation/dnn/softmax
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Recommendation using Deep Neural Network : Softmax Model,20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding",https://developers.google.com/machine-learning/recommendation/dnn/softmax
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Recommendation using Deep Neural Network : Softmax Training,20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding",https://developers.google.com/machine-learning/recommendation/dnn/training
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,"Retrieval, Scoring & Re-ranking",90 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval",https://developers.google.com/machine-learning/recommendation/dnn/retrieval
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,"Retrieval, Scoring & Re-ranking : Retrieval",20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval",https://developers.google.com/machine-learning/recommendation/dnn/retrieval
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,"Retrieval, Scoring & Re-ranking : Scoring",20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias",https://developers.google.com/machine-learning/recommendation/dnn/scoring
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,"Retrieval, Scoring & Re-ranking : Re-ranking",20 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias, Re-ranking, fairness",https://developers.google.com/machine-learning/recommendation/dnn/re-ranking
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,"Retrieval, Scoring & Re-ranking : Softmax Exercise",30 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias, Re-ranking, fairness",https://developers.google.com/machine-learning/recommendation/labs/movie-rec-softmax-programming-exercise
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Conclusion : Summary,10 minutes,Medium to Hard,"Recommendation System, Neural Network, Deep Learning, Matrix Factorization, Softmax Model, softmax, Embedding, Retrieval, Scoring, bias, Re-ranking, fairness",https://developers.google.com/machine-learning/recommendation/summary
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Clustering,4 hours,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Overview,40 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning,Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Overview : Clustering in Machine Learning,10 minutes,Easy,"Machine Learning, Advance Machine Learning,Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Overview : What is Clustering ?,10 minutes,Easy,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/overview
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Overview : Clustering Algorithms,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means,  centroid based, density based, distribution based, hierarchichal clustering, gaussian distribution ",https://developers.google.com/machine-learning/clustering/clustering-algorithms
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Clustering Workflow,30 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/workflow
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Clustering Workflow : Overview,10 minutes,Easy,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/workflow
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Clustering Workflow : Prepare Data,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution",https://developers.google.com/machine-learning/clustering/prepare-data
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Create a Similarity Measure,35 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid",https://developers.google.com/machine-learning/clustering/algorithm/run-algorithm
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Create a Similarity Measure : Run the algorithm,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid",https://developers.google.com/machine-learning/clustering/algorithm/run-algorithm
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Create a Similarity Measure : Interpret Results,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality",https://developers.google.com/machine-learning/clustering/interpret
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Summary,90 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/algorithm/advantages-disadvantages
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Summary : k-Means Advantages & Disadvantages,10 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/algorithm/advantages-disadvantages
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Summary : Implement k-Means,30 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/implementation
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Summary : Clustering Programming Exercise,60 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Unsupervised Machine Learning, Segmentation, Classification, Neural Network, Clustering, Tensor Flow, k-Means, Normalization, Quantile, Gaussain Distribution, centroid, magnitude, cardinality, spectral clustering",https://developers.google.com/machine-learning/clustering/programming-exercise
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Next Steps : Course Summary,5 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Clustering, Tensor Flow, k-Means",https://developers.google.com/machine-learning/clustering/summary
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Generative Adversarial Networks,2 hours,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator",https://developers.google.com/machine-learning/gan
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Overview : Introduction,5 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator",https://developers.google.com/machine-learning/practica/image-classification
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Overview : Welcome to Introduction to GANs,2 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator",https://developers.google.com/machine-learning/gan
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Overview : Generative Models,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model",https://developers.google.com/machine-learning/gan/generative
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,GAN Anatomy,70 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/gan_structure
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,GAN Anatomy : Overview of GAN structure,10 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/gan_structure
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,GAN Anatomy : Discriminator,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/discriminator
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,GAN Anatomy : Generator,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation",https://developers.google.com/machine-learning/gan/generator
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,GAN Anatomy : GAN Training,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence",https://developers.google.com/machine-learning/gan/training
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,GAN Anatomy : Loss Functions,10 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss",https://developers.google.com/machine-learning/gan/loss
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,GAN Anatomy : Check Your Understanding,5 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss",https://developers.google.com/machine-learning/gan/check
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Real World GANs,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss, vanishing gradients, mode collapse",https://developers.google.com/machine-learning/gan/problems
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Real World GANs : Common Problems,10 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, backpropagation, alternating training, convergence, minimax loss, Wasserstein loss, critic loss, vanishing gradients, mode collapse",https://developers.google.com/machine-learning/gan/problems
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Real World GANs : GAN Variations,10 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model, Progressive GAN, Conditional GAN, Image to Image Translation, CycleGAN, Text to Image Synthesis, Super Resolution, Face Inpainting, Text to Speech",https://developers.google.com/machine-learning/gan/applications
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Using TF-GAN : TF-GAN Collab Tutorials,30 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model",https://developers.google.com/machine-learning/gan/programming-exercise
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Conclusion : Summary,5 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, GAN, Generative AI, Generator, Discriminator, Generative model, discriminative model",https://developers.google.com/machine-learning/gan/summary
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Image Classification,90-120 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN",https://developers.google.com/machine-learning/practica/image-classification
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Introduction : Image Classification,5 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering",https://developers.google.com/machine-learning/practica/image-classification
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Introduction - Machine Learning Practicum: Image Classification,4 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering",https://developers.google.com/machine-learning/practica/image-classification
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Convulutional Neural Networks,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, convulutional filter, pooling, stride, ReLU",https://developers.google.com/machine-learning/practica/image-classification/convolutional-neural-networks
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Convulutional Neural Networks : Check Your Understanding,5 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, convulutional filter, pooling, stride, ReLU",https://developers.google.com/machine-learning/practica/image-classification/check-your-understanding
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Convulutional Neural Networks - Exercise-1: Cat Vs Dog Classification,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, convulutional filter, pooling, stride, ReLU",https://developers.google.com/machine-learning/practica/image-classification/exercise-1
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Preventing Overfitting,10 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting",https://developers.google.com/machine-learning/practica/image-classification/preventing-overfitting
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Preventing Overfitting - Exercise-2: Preventing Overfitting,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting",https://developers.google.com/machine-learning/practica/image-classification/exercise-2
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Leveraging Pre-trained Models,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting, Feature Extraction, Fine Tuning",https://developers.google.com/machine-learning/practica/image-classification/leveraging-pretrained-models
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Leveraging Pre-trained Models - Exercise-3: Feature Extraction & Fine Tuning,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN, Feature Engineering, Data Augmentation, Drop Out Regularization, Overfitting, Feature Extraction, Fine Tuning",https://developers.google.com/machine-learning/practica/image-classification/exercise-3
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Next Steps : Summary,5 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Image Classification, Convulutional Neural Network, CNN",https://developers.google.com/machine-learning/practica/image-classification/next-steps
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Fairness in Perspective API,90-120 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias",https://developers.google.com/machine-learning/practica/fairness-indicators
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Introduction : Fairness in Perspective API,3 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias",https://developers.google.com/machine-learning/practica/fairness-indicators
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Introduction : ML Practicum: Fairness in Perspective API Part I,4 minutes,Easy,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias",https://developers.google.com/machine-learning/practica/fairness-indicators
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Introduction - Exercise-1: Explore the Model,20 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools",https://developers.google.com/machine-learning/practica/fairness-indicators/exercise-1
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Pipointing the Bias,15 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools",https://developers.google.com/machine-learning/practica/fairness-indicators/pinpointing-bias
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Pipointing the Bias - ML Practicum: Fairness in Perspective API Part II,2 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools",https://developers.google.com/machine-learning/practica/fairness-indicators/pinpointing-bias
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Pipointing the Bias - Exercise-2: Remediate Bias,30 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/exercise-2
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Pipointing the Bias : Check Your Understanding,5 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/check-your-understanding
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Next Steps,2 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/next-steps
Machine Learning Advance Courses,Google Developers,Intermediate to Advanced,Free,Next Steps : ML Practicum: Fairness in Perspective API Part III,2 minutes,Medium to Hard,"Machine Learning, Advance Machine Learning, Neural Network, Fairness, AI, Bias, What-If, fairness tools, fairness indicators",https://developers.google.com/machine-learning/practica/fairness-indicators/next-steps
AI Ethics Resources,IBM,Beginners to Intermediate,Free,What is AI Ethics ?,3 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#What+is+AI+ethics%3F
AI Ethics Resources,IBM,Beginners to Intermediate,Free,What is AI Ethics ?,6 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Establishing+principles+for+AI+ethics
AI Ethics Resources,IBM,Beginners to Intermediate,Free,Establishing Principles of AI Ethics,3 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Primary+concerns+of+AI+today
AI Ethics Resources,IBM,Beginners to Intermediate,Free,Primary Concerns of AI Today,7 minutess,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#How+to+establish+AI+ethics
AI Ethics Resources,IBM,Beginners to Intermediate,Free,How to Establish AI Ethics,5 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Organizations+that+promote+AI+ethics
AI Ethics Resources,IBM,Beginners to Intermediate,Free,Organizations that promote AI Ethics,3 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#IBM%E2%80%99s+point+of+view+on+AI+Ethics
AI Ethics Resources,IBM,Beginners to Intermediate,Free,IBM's point of view on AI Ethics,3 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#AI+ethics+and+IBM

AI Ethics Resources,IBM,Beginners to Intermediate,Free,AI Ethics and IBM,1 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Related+solutions

AI Ethics Resources,IBM,Beginners to Intermediate,Free,Related Solution,1 minutes,Easy,"AI Ethics, Artificial Intelligence, AI, Responsible AI",https://www.ibm.com/topics/ai-ethics#Take+the+next+step%0A

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Practical Deep Learning for Coders,40-42 hours,Medium to Hard,"Deep Learning, Machine Learning,  NLP, Data Ethics",Practical Deep Learning

Fast.ai,Fast.ai,Intermediate to Advanced,Free,1: Getting started,1 minute,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,1: Getting started: Video-Lesson 1: Practical Deep Learning for Coders 2022,90 minutes,Medium to Hard,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,1: Getting started: How to complete lesson 1,2 minutes,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#how-to-complete-lesson-1

Fast.ai,Fast.ai,Intermediate to Advanced,Free,1: Getting started: Resources,1 minutes,Medium to Hard,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,1: Getting started: Links,1 minutes,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#links

Fast.ai,Fast.ai,Intermediate to Advanced,Free,1: Getting started: Links: If you need help,1 minutes,Easy,"Deep Learning, Machine Learning,  NLP, Data Ethics",https://course.fast.ai/Lessons/lesson1.html#if-you-need-help

Fast.ai,Fast.ai,Intermediate to Advanced,Free,2: Deployment,1 minutes,Easy,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,2: Deployment:  Video-Lesson 2: Practical Deep Learning for Coders 2022,80 minutes,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,2: Deployment:  Resourcces,2 minutes,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html#resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,2: Deployment:  Link,1 minute,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment",https://course.fast.ai/Lessons/lesson2.html#links

Fast.ai,Fast.ai,Intermediate to Advanced,Free,3: Neural net foundations,1 minute,easy,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,3: Neural net foundations: Video-Lesson 3: Practical Deep Learning for Coders 2022,90 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,3: Neural net foundations: Resources,2 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html#resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,3: Neural net foundations: Links from the lesson,1 minute,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson3.html#links-from-the-lesson

Fast.ai,Fast.ai,Intermediate to Advanced,Free,4: Natural Language (NLP),2 minutes,Easy,"Deep Learning, Machine Learning, NLP",https://course.fast.ai/Lessons/lesson4.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,4: Natural Language (NLP): Video-Lesson 4: Practical Deep Learning for Coders 2022,100 minutes,Medium to Hard,"Deep Learning, Machine Learning, NLP",https://course.fast.ai/Lessons/lesson4.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,4: Natural Language (NLP): Resources,1 minute,Medium to Hard,"Deep Learning, Machine Learning, NLP",https://course.fast.ai/Lessons/lesson4.html#resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,5: From-scratch model,1 minute,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,5: From-scratch model: Video-Lesson 5: Practical Deep Learning for Coders 2022,110 minutes,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,5: From-scratch model: Lesson Notebooks,2 minutes,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html#lesson-notebooks

Fast.ai,Fast.ai,Intermediate to Advanced,Free,5: From-scratch model: Links from the Lesson,1 minute,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson5.html#links-from-the-lesson

Fast.ai,Fast.ai,Intermediate to Advanced,Free,6: Random forests,1 minute,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,6: Random forests: Video-Lesson 6: Practical Deep Learning for Coders 2022,110 minutes,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,6: Random forests: Lesson Notebooks,2 minutes,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html#lesson-notebooks

Fast.ai,Fast.ai,Intermediate to Advanced,Free,6: Random forests: Links for the lesson,1 minute,Easy,"Deep Learning, Machine Learning, Model Deployment, Natural Language Processing (NLP), Convolutional Neural Networks (CNNs), Data Ethics, Clustering Algorithms",https://course.fast.ai/Lessons/lesson6.html#links-from-the-lesson

Fast.ai,Fast.ai,Intermediate to Advanced,Free,7: Collaborative filtering,1 minute,Easy,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution, Research Papers, Computer Vision, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson7.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,7: Collaborative filtering: Video-Lesson 7: Practical Deep Learning for Coders 2022,110 minutes,Medium to Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution, Research Papers, Computer Vision, Neural Network Fundamentals",https://course.fast.ai/Lessons/lesson7.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,7: Collaborative filtering: Resources,2 minutes,Medium to Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson7.html#resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,8: Convolutions (CNNs),1 minute,Easy,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson8.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,8: Convolutions (CNNs): Video-Lesson 8: Practical Deep Learning for Coders 2022,100 minutes,Medium to Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson8.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,8: Convolutions (CNNs): Resources,2 minutes,Medium to Hard,"Convolutional Neural Networks (CNNs), Autoencoders, Model Initialization, Dropout Techniques, Bonus Content, Matrix Operations, Collaborative Filtering",https://course.fast.ai/Lessons/lesson8.html#resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Bonus: Data ethics,2 minutes,Easy,"Deep Learning, Machine Learning, Model Deployment, Data Science Ethics.",https://course.fast.ai/Lessons/lesson8a.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Bonus: Data ethics-Video: Ethics for Data Science,130 minutes,Medium to Hard,"Deep Learning, Machine Learning, Model Deployment, Data Science Ethics.",https://course.fast.ai/Lessons/lesson8a.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Bonus: Useful Links,2 minutes,Easy,"Deep Learning, Machine Learning, Model Deployment, Data Science Ethics.",https://course.fast.ai/Lessons/lesson8a.html#useful-links

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 1,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson1.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 2,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson2.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 3,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson3.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 4,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson4.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 5,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson5.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 6,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson6.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 7,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson7.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Summaries: Lesson 8,10 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/Summaries/lesson8.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Part-2 Overview,3 minutes,Easy,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/part2.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Part-2 Overview: Content Summary,2 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/part2.html#content-summary

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Part-2 Overview: Content Summary,5 minutes,Medium to Hard,"Deep Learning, Machine Learning, CNNs, Neural Network Fundamentals, Computer Vision",https://course.fast.ai/Lessons/part2.html#topics-covered

Fast.ai,Fast.ai,Intermediate to Advanced,Free,9: Stable Diffusion: What you need to know,3 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#what-you-need-to-know

Fast.ai,Fast.ai,Intermediate to Advanced,Free,9: Stable Diffusion: Lesson Overview,3 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#lesson-overview

Fast.ai,Fast.ai,Intermediate to Advanced,Free,9: Stable Diffusion: Concepts Discussed,3 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,9: Stable Diffusion: Video-Lesson 9: Practical Deep Learning for Coders 2022,140 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,9: Stable Diffusion: Lesson Resources,5 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,9: Stable Diffusion: Links from the Lesson,5 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#links-from-the-lesson

Fast.ai,Fast.ai,Intermediate to Advanced,Free,9: Stable Diffusion: Useful background on fast.ai courses,5 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson9.html#useful-background-on-fast.ai-courses

Fast.ai,Fast.ai,Intermediate to Advanced,Free,10: Diving Deeper,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,10: Diving Deeper: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,10: Diving Deeper: Video-Lesson 10: Practical Deep Learning for Coders 2022,110 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,10: Diving Deeper: Lesson Resources,2 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,10: Diving Deeper: Links from the lesson,2 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson10.html#links-from-the-lesson

Fast.ai,Fast.ai,Intermediate to Advanced,Free,11: Matrix multiplication,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,11: Matrix multiplication: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,11: Matrix multiplication: Video-Lesson 11: Practical Deep Learning for Coders 2022,130 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,11: Matrix multiplication: Lesson Resources,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson11.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,12: Mean shift clustering,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,12: Mean shift clustering: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,12: Mean shift clustering: Video-Lesson 12: Practical Deep Learning for Coders 2022,110 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,12: Mean shift clustering: Lesson Resources,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson12.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,13: Backpropagation & MLP,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,13: Backpropagation & MLP: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,13: Backpropagation & MLP: Video 13 : Deep Learning Foundations to Stable Diffusion,110 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,13: Backpropagation & MLP: Lesson Resources,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson13.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,14: Backpropagation,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson14.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,14: Backpropagation: Concepts Used,3 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson14.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,14: Backpropagation: Video 14 : Deep Learning Foundations to Stable Diffusion,110 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson14.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,15: Autoencoders,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,15: Autoencoders: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,15: Autoencoders: Video 15 : Deep Learning Foundations to Stable Diffusion,100 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,15: Autoencoders: Lesson Resources,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson15.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,16: The Learner framework,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,16: The Learner framework: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,16: The Learner framework: Video 16 : Deep Learning Foundations to Stable Diffusion,90 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,16: The Learner framework: Lesson Resources,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson16.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,17: Initialization/normalization,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,17: Initialization/normalization: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,17: Initialization/normalization: : Video 17 : Deep Learning Foundations to Stable Diffusion,120 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,17: Initialization/normalization: Papers from the lesson,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson17.html#papers-from-the-lesson

Fast.ai,Fast.ai,Intermediate to Advanced,Free,18: Accelerated SGD & ResNets,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,18: Accelerated SGD & ResNets: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,18: Accelerated SGD & ResNets: Video 18 : Deep Learning Foundations to Stable Diffusion,130 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,18: Accelerated SGD & ResNets: Video 18 : Lesson Resources,2 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson18.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,19: DDPM and Dropout,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson19.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,19: DDPM and Dropout: Concept Useds,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson19.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,19: DDPM and Dropout:  Video 19: Deep Learning Foundations to Stable Diffusion,90 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson19.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,20: Mixed Precision,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson20.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,20: Mixed Precision: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson20.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,20: Mixed Precision: Video 20: Deep Learning Foundations to Stable Diffusion,110 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson20.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,21: DDIM,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson21.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,21: DDIM: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson21.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,21: DDIM: Video 21: Deep Learning Foundations to Stable Diffusion,120 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson21.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,22: Karras et al (2022),2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson22.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,22: Karras et al (2022): Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson22.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,22: Karras et al (2022): Video 22: Deep Learning Foundations to Stable Diffusion,90 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson22.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,23: Super-resolution,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,23: Super-resolution: Concepts Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,23: Super-resolution: Video 23: Deep Learning Foundations to Stable Diffusion,100 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,23: Super-resolution: Lesson Resources,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson23.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,24: Attention & transformers,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson24.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,24: Attention & transformers: Concepts  Used,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson24.html#concepts-discussed

Fast.ai,Fast.ai,Intermediate to Advanced,Free,24: Attention & transformers:  Video 24: Deep Learning Foundations to Stable Diffusion,120 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson24.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,25: Latent diffusion,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson25.html

Fast.ai,Fast.ai,Intermediate to Advanced,Free,25: Latent diffusion :  Video 25: Deep Learning Foundations to Stable Diffusion,100 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson25.html#video

Fast.ai,Fast.ai,Intermediate to Advanced,Free,25: Latent diffusion : Lesson Resources,2 minutes,Easy,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://course.fast.ai/Lessons/lesson25.html#lesson-resources

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Bonus: Lesson 9a,42 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://youtu.be/0_BBRNYInx8

Fast.ai,Fast.ai,Intermediate to Advanced,Free,Bonus: Lesson 9b,52 minutes,Medium to Hard,"Autoencoders, Model Initialization, Dropout Techniques, Attention Mechanisms, Super-resolution",https://www.youtube.com/watch?v=mYpjmM7O-30

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI,45 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_templates/536

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI: Video,22 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_sessions/4411756/video/384243

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI: Reading,13 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_sessions/4411756/documents/384244

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI: Quiz,10 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_sessions/4411756/quizzes/384245

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models,45 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_templates/539

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models: Video,15 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412462/video/379143

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models: Reading,20 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412462/documents/379144

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Large Language Models: Quiz,10 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412462/quizzes/379145

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Responsibe AI,20 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_templates/554

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Responsibe AI:Video,10 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4412757/video/386919

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Responsibe AI,10 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4412757/quizzes/386920

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals,120 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_templates/556

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Introduction to Generative AI Course,45 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation",https://www.cloudskillsboost.google/course_templates/536

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Introduction to Large Language Models Course,45 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_templates/539

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Introduction to Responsibe AI Course,20 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_templates/554

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Fundamentals: Quiz,10 minutes,Easy to Medium,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Natural Language Processing, NLP",https://www.cloudskillsboost.google/course_sessions/4412954/quizzes/381263

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud,128 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_templates/388

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction,16 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4597819/video/387435

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction- Course Introduction,7 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4597819/video/387435

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction- Google and Responsible AI,5 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency",https://www.cloudskillsboost.google/course_sessions/4597819/video/387436

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Introduction- An Introduction to Google AI Principles,4 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, AI Principles",https://www.cloudskillsboost.google/course_sessions/4597819/video/387437

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Business case for Responsible AI,16 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case",https://www.cloudskillsboost.google/course_sessions/4597819/video/387438

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Business case for Responsible AI- The Economic Intelligence Report,3 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case",https://www.cloudskillsboost.google/course_sessions/4597819/video/387438

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Business case for Responsible AI- The Business Case for Responsible Innovation,13 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation",https://www.cloudskillsboost.google/course_sessions/4597819/video/387439

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-AI's Technical Considerations and Ethical Concerns,16 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387439
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-AI's Technical Considerations and Ethical Concerns-Video,6 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387439

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-AI's Technical Considerations and Ethical Concerns- Concerns about Artificial Intelligence,10 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387441
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Creating AI Principles,23 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387442
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-How Google AI Principles were developed,9 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387442
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Ethical Issues Spotting,4 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns",https://www.cloudskillsboost.google/course_sessions/4597819/video/387443
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-The Ethical Aims of Google's AI Principle,10 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387444

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews,22 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387445

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews-Google's AI Governance,5 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387445
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews-Google Cloud Review Process,9 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387446
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Operationalizing AI Principles: Setting Up and Running Reviews-Celebrity Recoginition Case Study,8 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387447
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned,18 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387448
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned: Issue Spotting Process,7 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387448
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned: What we've learned from operationalizing AI Principles-Challenges,4 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process",https://www.cloudskillsboost.google/course_sessions/4597819/video/387449

Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Issue Spotting and Lessons Learned: What we've learned from operationalizing AI Principles-Best Practices,7 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/video/387450
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Continuing Journey Towards Responsible,17 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/video/387451
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Continuing Journey Towards Responsible AI-Video,2 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/video/387451
Introduction to Generative,Google Cloud Skill Boost,Beginner,Free during mentorship period,Responsible AI: Applying AI Principles with Google Cloud-Continuing Journey Towards Responsible AI- Resource Links,15 minutes,Easy to Medium,"Responsible AI, Ethics, AI Ethics, Fairness, BIas, Transparency, Business Case, Responsible Innovation, Ethics Concerns, Review Process, Best Practices",https://www.cloudskillsboost.google/course_sessions/4597819/documents/387452
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Image Generation,15 minutes,Medium to Hard,"Image Generation, GAN, Generative Adversarial Networks, Deep Learning, Neural Network, Image Synthesis, Computer Vision",https://www.cloudskillsboost.google/course_templates/541
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Image Generation-Video,10 minutes,Medium to Hard,"Image Generation, GAN, Generative Adversarial Networks, Deep Learning, Neural Network, Image Synthesis, Computer Vision",https://www.cloudskillsboost.google/course_sessions/4413198/video/383842
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Image Generation-Quiz,5 minutes,Medium to Hard,"Image Generation, GAN, Generative Adversarial Networks, Deep Learning, Neural Network, Image Synthesis, Computer Vision",https://www.cloudskillsboost.google/course_sessions/4413198/quizzes/383843
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Attention Mechanism,10 minutes,Medium to Hard,"Attention Mechanism, Neural Networks, Transformer Architecture, Attention Scores, Attention Weights, NLP",https://www.cloudskillsboost.google/course_templates/537
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Attention Mechanism-Overview,5 minutes,Medium to Hard,"Attention Mechanism, Neural Networks, Transformer Architecture, Attention Scores, Attention Weights, NLP",https://www.cloudskillsboost.google/course_sessions/4414897/video/383836
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Attention Mechanism-Quiz,5 minutes,Medium to Hard,"Attention Mechanism, Neural Networks, Transformer Architecture, Attention Scores, Attention Weights, NLP",https://www.cloudskillsboost.google/course_sessions/4414897/quizzes/383837
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture,42 minutes,Medium to Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_templates/543
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Overview,7 minutes,Medium to Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/video/383848
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Lab Walkthrough,20 minutes,Medium to Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/video/383849
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Quiz,10 minutes,Medium to Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/quizzes/383850
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Encoder-Decoder Architecture: Lab Resources,5 minutes,Medium to Hard,"Encode-Decoder, Sequence-to-Sequence, Deep Learning, Neural Network",https://www.cloudskillsboost.google/course_sessions/4413462/documents/383851
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models,42 minutes,Medium to Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_templates/538
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Overview,11 minutes,Medium to Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/video/383838
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Lab Walkthrough,11 minutes,Medium to Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/video/383839
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Quiz,10 minutes,Medium to Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/quizzes/383840
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Transformer Model and BERT Models: Lab Resources,10 minutes,Medium to Hard,"Tranformer Model, BERT, Birectional Encoder Representations from Transformer, NLP, Pre-trained Model, Self Attention",https://www.cloudskillsboost.google/course_sessions/4415174/documents/383841
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model,40 minutes,Medium to Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_templates/542
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Overview,12 minutes,Medium to Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/video/383844
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Lab Walkthrough,18 minutes,Medium to Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/video/383845
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Quiz,10 minutes,Medium to Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/quizzes/383846
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Create Image Captioning Model: Lab Resources,10 minutes,Medium to Hard,"Image Captioning, Deep Learning, Convulutional Neural Networks, CNN, Recurrent Neural Network, RNN, Natural Language Generation, NLG",https://www.cloudskillsboost.google/course_sessions/4415735/documents/383847
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio,40 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_templates/552
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio-Video,15 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/video/384246
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio: Course Review-Reflection Cards,10 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/documents/384247
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio: Quiz,10 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/quizzes/384248
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Introduction to Generative AI Studio: Reading List,5 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Generative AI Studio",https://www.cloudskillsboost.google/course_sessions/4415998/documents/384249
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI,240 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408190
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI: Getting Started,90 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408190
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI: Prompt Design,90 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, Prompt Design",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408191
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Generative AI Explorer-Vertex AI: Getting Started with Generative AI Studio,60 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, Prompt Design",https://www.cloudskillsboost.google/course_sessions/4968262/labs/408192
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Explore and Evaluate Models using Model Garden-Lab,60 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, Prompt Design",https://www.cloudskillsboost.google/focuses/71938?parent=catalog
Generative AI for Developers,Google Cloud Skill Boost,Beginner,Free during mentorship period,Prompt Design using PaLM-Lab,90 minutes,Medium to Hard,"Generative AI, Deep Learning, Artificial Intelligence, AI, Image Generation, Text Generation, Vertex AI, PaLM, Prompt Design",https://www.cloudskillsboost.google/focuses/71937?parent=catalog
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow: Foundations,140 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://cloudskillsboost.google/course_templates/218
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Course Introduction,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5145103/video/325908
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam and Dataflow Refresher,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher",https://www.cloudskillsboost.google/course_sessions/5145103/video/325909
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability,10 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher",https://www.cloudskillsboost.google/course_sessions/5145103/video/325910
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Introduction,2 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher",https://www.cloudskillsboost.google/course_sessions/5145103/video/325910
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Runner v2,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher, Runner v2",https://www.cloudskillsboost.google/course_sessions/5145103/video/325911
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Container Environments,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam, Refresher, Runner v2, Cross Language Transform",https://www.cloudskillsboost.google/course_sessions/5145103/video/325912
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Cross-Language Transforms,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325913
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Portability: Quiz - Beam Portability,5 miinutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/quizzes/325914
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow,9 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325915
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Dataflow,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325915
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Dataflow Shuffle Service,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325916
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Dataflow Streaming Engine,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325917
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Flexible Resource Scheduling,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325918
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Separating Compute and Storage with Dataflow: Quiz - Separating Compute and Storage with Dataflow,5 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/quizzes/325919
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions",17 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325920
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions: IAM",6 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325920
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions: Quotas",6 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Streaming, Shuffle, Scheduling, Storage",https://www.cloudskillsboost.google/course_sessions/5145103/video/325921
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"IAM, Quotas, and Permissions: Quiz - IAM, Quotas, and Permissions",5 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/quizzes/325922
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security,90 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325923
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Data Locality,4 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325923
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Shared VPC,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325924
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Private IPs,1 minute,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325925
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: CMEK,2 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325926
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Setup IAM and Networking for your Dataflow Jobs,75 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/video/325926
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Security: Quiz - Security,5 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Permission, IAM, Quota",https://www.cloudskillsboost.google/course_sessions/5145103/labs/325927
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Course Summary,3 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5145103/video/325929
Data Engineer - Serverless Data Processing with Dataflow: Foundations,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Additional Resources,2 minutes,Easy to Medium,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5145103/documents/325930
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow: Develop Pipelines,35 to 36 hours,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_templates/229?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&search_id=25346358
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow: Develop Pipelines: Introduction ,4 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines",https://www.cloudskillsboost.google/course_sessions/5146048/video/103663
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review,195 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103664
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Beam Basics,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103664
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Utility Transforms,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103665
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: DoFn Lifecycle,4 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/video/103666
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Serverless Data Processing with Dataflow - Writing an ETL pipeline using Apache Beam and Cloud Dataflow (Java),90 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103667
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Serverless Data Processing with Dataflow - Writing an ETL Pipeline using Apache Beam and Cloud Dataflow (Python),90 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103668
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Quiz 1 - Beam Concepts Review,5 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/quizzes/103669
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Concept Review: Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, pipeline, serverless, DoFn",https://www.cloudskillsboost.google/course_sessions/5146048/documents/103670
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"Windows, Watermarks Triggers",515 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103671
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Windows,6 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103671
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Watermarks,8 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103672
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Triggers,8 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/video/103673
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Batch Analytics Pipelines with Cloud Dataflow (Java),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103674
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Batch Analytics Pipelines with Cloud Dataflow (Python),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103675
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Using Dataflow for Streaming Analytics (Java),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103676
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Serverless Data Processing with Dataflow - Using Dataflow for Streaming Analytics (Python),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/labs/103677
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,"Quiz 2 - Windows, Watermarks Triggers",10 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/quizzes/103678
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, watermarks, processing, triggers",https://www.cloudskillsboost.google/course_sessions/5146048/documents/103679
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks,20 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103680
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Introduction,3 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103680
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks:: Text IO & File IO,3 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103681
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: BigQuery IO,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103682
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: PubSub IO,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103683
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Kafka IO,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103684
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: BigTable IO,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103685
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Avro IO,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103686
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Splittable DoFn,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103687
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks: Quiz 3 - Sources & Sinks,5  minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103688
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Sources & Sinks:: Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sources, sinks, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103689
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas,250 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/video/103690
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Beam schemas,3 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/video/103690
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Code examples,1 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/video/103691
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Serverless Data Processing with Dataflow - Branching Pipelines (Java),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103692
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Serverless Data Processing with Dataflow - Branching Pipelines (Python),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103693
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Quiz 4 - Schemas,5 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103694
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Schemas: Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, schema",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103695
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers,315 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103696
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: State API,5 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103696
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Timer API,3 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103697
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Summary,3 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/video/103698
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Quiz 5 - State and Timers,5 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103699
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,State and Timers: Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, state, timer, api",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103700
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices,290 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103701
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Schemas,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103701
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Handling un-processable data,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103702
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Error handling,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103703
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: AutoValue code generator,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103704
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: JSON data handling,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103705
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Utilize DoFn lifecycle,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103706
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Pipeline Optimizations,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/video/103707
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Serverless Data Processing with Dataflow - Advanced Streaming Analytics Pipeline with Cloud Dataflow (Java),90 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103708
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Serverless Data Processing with Dataflow - Advanced Streaming Analytics Pipeline with Cloud Dataflow (Python),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103709
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Quiz 6 - Best Practices,5 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103710
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Best Practices: Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, best practices, error handling, pipeline optimizaion",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103711
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes,500 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103712
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Dataflow and Beam SQL,9 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103712
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Windowing in SQL,1 minute,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103713
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Beam DataFrames,4 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/video/103714
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Serverless Data Processing with Dataflow - Using Dataflow SQL for Batch Analytics (Java),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",#REF!
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Serverless Data Processing with Dataflow - Using Dataflow SQL for Batch Analytics (Python),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103715
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Serverless Data Processing with Dataflow - Using Dataflow SQL for Streaming Analytics (Java),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103717
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes:Serverless Data Processing with Dataflow - Using Dataflow SQL for Streaming Analytics (Python),120 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/labs/103718
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Quiz 7 - Dataflow SQL & DataFrames,5 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103719
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Dataflow SQL and Dataframes: Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, sql, dataframes, serverless, bigtable",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103720
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks,20 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/video/103721
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks: Introduction,7 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/video/103721
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks: Quiz 8 - Beam Notebooks,5 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/quizzes/103722
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Beam Notebooks: Module Resources,2 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, beam, notebook",https://www.cloudskillsboost.google/course_sessions/5287822/documents/103723
Data Engineer - Serverless Data Processing with Dataflow: Develop Pipelines,Google Cloud Skill Boost,Intermediate,Free during mentorship period,Course Summary,4 minutes,Medium to Hard,"Cloud, Dataflow, Severless, Data Processing, Data Pipelines, Beam",https://www.cloudskillsboost.google/course_sessions/5287822/video/103724
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs,50 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs: Overview,2 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step2
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Lab fundamentals,2 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step3
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 1 Accessing the Cloud Console,10 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step4
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 2 Projects in the Cloud console,10 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project, APIs",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step5
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 3 Roles and permissions,10 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step6
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 4 APIs and services,10 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step7
Data Engineer - Lab: A Tour of Google Cloud Hands-on Labs,Google Cloud Skill Boost,Beginner,Free during mentorship period,A Tour of Google Cloud Hands-on Labs - Task 5 Ending your lab,5 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/2794?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346362#step8
Data Engineer - Lab: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab,65 minutes,Easy,"Google Cloud,Training Data, BigQuery ML, Batch Prediction",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab- Overview,2 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step2
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Challenge scenario,2 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step3
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Task 1 Clean your training data,20 minutes,Easy,"Google Cloud, Google Console, Google Cloud Project",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step4
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Task 2 Create a BigQuery ML model,20 minutes,Easy,"Google Cloud,Training Data, BigQuery ML, Batch Prediction",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step5
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Challenge Lab - Task 3 Perform a batch prediction on new data,20 minutes,Easy,"Google Cloud,Training Data, BigQuery ML, Batch Prediction",https://www.cloudskillsboost.google/focuses/12379?catalog_rank=%7B%22rank%22%3A4%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346300#step5
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud",7 to 8 hours,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_templates/631
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Vertex AI: Qwik Start",90 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403552
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataprep: Qwik Start",60 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403553
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Templates",30 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403554
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Python",30 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403555
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Console",30 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403556
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Command Line",30 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403557
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Cloud Natural Language API: Qwik Start",40 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403558
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Google Cloud Speech API: Qwik Start",15 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403559
"Data Engineer - Quest: Perform Foundational Data, ML, and AI Tasks in Google Cloud",Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Video Intelligence: Qwik Start",30 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403560
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Challenge Lab",80 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403561
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Tell us how we did!",2 minutes,Easy to Medium,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/documents/403562
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,Build and Optimize Data Warehouses with BigQuery: Challenge Lab,100 minutes,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Overview,5 minutes,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step2
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Challenge Scenario,2 minutes,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step3
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 1. Create a table partitioned by date
",15 minutes,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step4
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 2. Add new columns to your table
",15 minutes,Easy,"data engineer, bigquery, partitioned datasets, querying datasets, SQL",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step5
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 3. Add country population data to the population column
",15 minutes,Easy,"data engineer, bigquery, data join, SQL",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step6
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 4. Add country area data to the country_area column
",15 minutes,Easy,"data engineer, BigQuery, JSON, data structures",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step7
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 5. Populate the mobility record data
",15 minutes,Easy,"data engineer, BigQuery, data warehouses",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step8
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Task 6. Query missing data in population & country_area columns
",15 minutes,Easy,"data engineer, BigQuery, data warehouses",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step9
Data Engineer - Quest: Build and Optimize Data Warehouses with BigQuery,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Build and Optimize Data Warehouses with BigQuery: Challenge Lab: Tips and tricks
",2 minutes,Easy,"data engineer, bigQuery, Cloud Storage, Google Cloud",https://www.cloudskillsboost.google/focuses/14341?catalog_rank=%7B%22rank%22%3A1%2C%22num_filters%22%3A0%2C%22has_search%22%3Atrue%7D&parent=catalog&search_id=25346367#step10
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud,5 to 6 hours,Easy to Medium,"data engineer, data preparation, data wrangling, data cleaning, google cloud",https://www.cloudskillsboost.google/course_templates/627
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Creating a Data Transformation Pipeline with Cloud Dataprep,60 minutes,Easy to Medium,"data engineer, data preparation, data wrangling, data cleaning, google cloud",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403525
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: ETL Processing on Google Cloud Using Dataflow and BigQuery (Python),60 minutes,Easy to Medium,"data engineer, data lake, bigquery, ETL pipeline, dataflow",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403526
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Predict Visitor Purchases with a Classification Model in BigQuery ML,60 minutes,Easy to Medium,"data engineer, ML, Classification, BigQuery",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403527
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Cloud Composer: Copying BigQuery Tables Across Different Locations,75 minutes,Easy to Medium,"data engineer, BigQuery, Cloud Storage",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403528
Data Engineer - Quest: Engineer Data in Google Cloud,Google Cloud Skill Boost,Beginner,Free during mentorship period,Engineer Data in Google Cloud: Engineer Data in Google Cloud: Challenge Lab,60 minutes,Easy to Medium,"data engineer, challenge, BigQuery, Batch Predicition",https://www.cloudskillsboost.google/course_sessions/4884214/labs/403529
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Overview -  Data Preparation and Feature Engineering in ML,10mins,Easy,"data preparation, feature engineering, model, algorithm",https://developers.google.com/machine-learning/data-prep
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Overview - The Process for Data Preparation and Feature Engineering,5mins,Medium,"data, samples, label, machine learning",https://developers.google.com/machine-learning/data-prep/process
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Construct Your Dataset,27 minutes,Medium,"correlation, sampling, causation, features",https://developers.google.com/machine-learning/data-prep/construct/construct-intro
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Construct Your Dataset - Introduction to Constructing Your Dataset,5mins,Medium,"correlation, sampling, causation, features",https://developers.google.com/machine-learning/data-prep/construct/construct-intro
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Construct Your Dataset -  Size and Quality of a Data Set,5mins,Medium,"prediction,model,quality,metrics, feature representation",https://developers.google.com/machine-learning/data-prep/construct/collect/data-size-quality
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Construct Your Dataset - Joining Logs,5mins,Medium,"prediction, logs, latency,query, data ",https://developers.google.com/machine-learning/data-prep/construct/collect/joining-logs
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Construct Your Dataset - Labels Sources,5mins,Medium,"labels, logs, model, user",https://developers.google.com/machine-learning/data-prep/construct/collect/label-sources
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Construct Your Dataset - Check Your Understanding,7mins,Medium,"label, prediction, samples, data",https://developers.google.com/machine-learning/data-prep/construct/collect/check-your-understanding
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Sampling and Splitting Data,33 minutes,Medium,"feature, sampling, data, queries",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/sampling
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Sampling and Splitting Data -  Sampling ,5mins,Medium,"feature, sampling, data, queries",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/sampling
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Sampling and Splitting Data - Imbalanced Data,6mins,Medium,"data, weight, model, imbalance, majority, minority ",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/imbalanced-data
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Sampling and Splitting Data - Data Split Example,5mins,Medium,"data, label, split, sets, training, testing",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/example
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Sampling and Splitting Data - Splitting Your Data,5mins,Medium,"data, label, split, training, testing, validation, samples, machine learning",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/split
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Sampling and Splitting Data - Randomization,5mins,Medium,"data,samples, evaluation, generation, datasets, query",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/randomization
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Sampling and Splitting Data - Check Your Understanding,7mins,Medium,"data, model, tail, problem,label, examples",https://developers.google.com/machine-learning/data-prep/construct/sampling-splitting/check-your-understanding
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Transform Your Data,40 minutes,Medium,"data, model, transformation, computation, normalization, computation",https://developers.google.com/machine-learning/data-prep/transform/introduction
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Transform Your Data - Introduction to Transforming Data,15mins,Medium,"data, model, transformation, computation, normalization, computation",https://developers.google.com/machine-learning/data-prep/transform/introduction
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Transform Your Data - Transforming Categorical Data,15mins,Medium,"data, categories, index, embedding, values, model, hashing",https://developers.google.com/machine-learning/data-prep/transform/transform-categorical
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Transform Your Data - Check Your Understanding,10mins,Medium,"data, scaling, outliers, transformation, normalization, modeling",https://developers.google.com/machine-learning/data-prep/transform/check-your-understanding
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Programming Exercise,60 minutes,Medium,"data, transformation, label, samples, dataset, code",https://developers.google.com/machine-learning/data-prep/programming-exercise
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Programming Exercise - Data Modeling,50mins,Medium,"data, transformation, label, samples, dataset, code",https://developers.google.com/machine-learning/data-prep/programming-exercise
Data Preparation and Feature Engineering in ML,Google Developers,Beginner to Intermediate,Free,Conclusion - Course Summary,10mins,Medium,"data, dataset,algorithms, workflow, samples, code",https://developers.google.com/machine-learning/data-prep/summary
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Overview: Introduction,2 mins,Medium,"debugging, learning, testing, ml, model, code",https://developers.google.com/machine-learning/testing-debugging
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Overview,2 mins,Medium,"debugging, learning, testing, ml, model, code, quality, causes, optimization",https://developers.google.com/machine-learning/testing-debugging/common/overview
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: ML Debugging: Programming Exercise,20 mins,Medium,"data, schema, input, valus, label, distribution, test, check, monitor",https://developers.google.com/machine-learning/testing-debugging/common/programming-exercise-debugging-challenges
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Data and Feature Debugging,3 mins,Medium,"data, schema, input, valus, label, distribution, test, check, monitor",https://developers.google.com/machine-learning/testing-debugging/common/data-errors
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Model Debugging,10 mins,Medium,"debugging,model, data, layer, bugs, baseline, code, batch",https://developers.google.com/machine-learning/testing-debugging/common/model-errors
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Check Your Understanding: Model Debugging,7 mins,Medium,"baseline, validation, epochs, model, loss, training, cost, rate, increase",https://developers.google.com/machine-learning/testing-debugging/common/check-your-understanding
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Interpreting Loss Curves,5 mins,Medium,"data, fix,debugging, metrics, model, curve,inputs",https://developers.google.com/machine-learning/testing-debugging/metrics/interpretic
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Evaluate Models Using Metrics,5 mins,Medium,"data, metrics, model, error, quality, slices, mean, subsets, content",https://developers.google.com/machine-learning/testing-debugging/metrics/metrics
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Check Your Understanding: Model Metrics,2 mins,Medium,"prediction, label, predictor, metrics, unicorn, samples, stars",https://developers.google.com/machine-learning/testing-debugging/metrics/check-your-understanding
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Model Optimization,3 mins,Medium,"label, mode, width, tuning, quality, depth, correlation, labels, tune, correlation",https://developers.google.com/machine-learning/testing-debugging/common/optimization
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Debugging & Testing: Debugging Models: Programming Exercise,1.5 hr,Medium,"data, fix,debugging, metrics, model, curve,inputs",https://developers.google.com/machine-learning/testing-debugging/common/programming-exercise
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Testing in production: Overview ,5 mins,Medium,"pipeline, ml, tests, testing, model, components, pipelines, guidelines,data",https://developers.google.com/machine-learning/testing-debugging/pipeline/overview
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Testing in production: Testing for Deployment,15 mins,Medium,"datatest, server, model, api, tests, integration, software, components, testing",https://developers.google.com/machine-learning/testing-debugging/pipeline/deploying
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Testing in production: Testing Pipelines,10 mins,Medium,"data, model, monitor, outputs, schema, queries, prediction, predictor, code",https://developers.google.com/machine-learning/testing-debugging/pipeline/production
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Testing in production: Check Your Understanding:,5 mnis,Medium,"data, behavior, model, quality, dataset, predictor, prediction, ssampling, cause, unicorn",https://developers.google.com/machine-learning/testing-debugging/pipeline/check-your-understanding
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Conclusion: Implementation,10 mins,Medium,"debugging, code, guidelines, license, content, developers, label, java",https://developers.google.com/machine-learning/testing-debugging/implementation
Testing and Debugging,Google Developers,Beginner to Intermediate,Free,Conclusion: Course Summary and Next Steps,10 mins,Medium,"license, content, code, developers, java, preferences, oracle, label",https://developers.google.com/machine-learning/testing-debugging/summary
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Introduction: Meet the author,1 minute,Easy,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383324
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Introduction: Course Introduction,4 minutes,Easy,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383325
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Introduction: Reading list,1 minute,Easy,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383326
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Introduction,1 minute,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383327
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Google Cloud infrastructure,2 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383328
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Compute,5 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, compute",https://www.cloudskillsboost.google/course_sessions/5007143/video/383329
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Storage,5 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, storage",https://www.cloudskillsboost.google/course_sessions/5007143/video/383330
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: The history of big data and ML products,4 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383331
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Big data and ML product categories,2 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383332
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Customer example: Gojek,3 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383333
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Lab introduction: Exploring a BigQuery Public Dataset,1 minute,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, lab, BigQuery",https://www.cloudskillsboost.google/course_sessions/5007143/video/383334
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Exploring a BigQuery Public Dataset,60 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383335
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Summary,1 minute,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383348
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Quiz,2 minutes,Medium,"data engineer, Big Data, Machine Learning, Google Cloud, quiz",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383349
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data and Machine Learning on Google Cloud: Reading list,1 minute,Medium,"data engineer, Big Data, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383350
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Introduction,2 minutes,Medium,"data engineer, streaming data, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383339
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Big data challenges,2 minutes,Medium,"data engineer, streaming data, Big data, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383340
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Message-oriented architecture,4 minutes,Medium,"data engineer, streaming data, architecture, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383341
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Designing streaming pipelines with Apache Beam,2 minutes,Medium,"data engineer, streaming data, pipelines, Apache Beam, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383342
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Implementing streaming pipelines on Cloud Dataflow,3 minutes,Medium,"data engineer, streaming data, pipelines, cloud dataflow, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383343
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Visualization with Looker,2 minutes,Medium,"data engineer, streaming data, visualization, Looker, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383344
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Visualization with Data Studio,1 minute,Medium,"data engineer, streaming data, visualization, Data Studio, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383345
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Lab introduction: Creating a streaming data pipeline for a Real-Time dashboard with Dataflow,1 minute,Medium,"data engineer, streaming data, lab, pipeline, Dataflow, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383346
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Creating a Streaming Data Pipeline for a Real-Time Dashboard with Dataflow,60 minutes,Medium,"data engineer, streaming data, pipeline, Dataflow, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383347
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Summary,1 minute,Medium,"data engineer, streaming data, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383348
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Data Engineering for Streaming Data: Quiz,2 minutes,Medium,"data engineer, streaming data, quiz, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383349
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Data Engineering for Streaming Data: Reading list
",1 minute,Medium,"data engineer, streaming data, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383350
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Introduction,5 minutes,Medium,"data engineer, Big Data, BigQuery, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383351
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Storage and analytics,3 minutes,Medium,"data engineer, Big Data, BigQuery, Storage, Analytics, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383352
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: BigQuery demo - San Francisco bike share,11 minutes,Medium,"data engineer, Big Data, BigQuery, Storage, Analytics, demo, San Francisco, bike share, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383353
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Introduction to BigQuery ML,4 minutes,Medium,"data engineer, Big Data, BigQuery, Machine Learning, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383354
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Using BigQuery ML to predict customer lifetime value,4 minutes,Medium,"data engineer, Big Data, BigQuery, Machine Learning, predict, customer, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383355
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: BigQuery ML project phases,2 minutes,Medium,"data engineer, Big Data, BigQuery, Machine Learning, Phases, Google Cloud",https://www.cloudskillsboost.google/course_sessions/5007143/video/383356
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: BigQuery ML key commands,3 minutes,Medium,"data engineer, Big Data, BigQuery, Machine Learning, Google Cloud ",https://www.cloudskillsboost.google/course_sessions/5007143/video/383357
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Lab introduction: Predicting Visitor Purchases Using BigQuery ML,1 minute,Medium,"data engineer, Big Data, BigQuery, Lab, Predicting, Visitor Purchases, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383358
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Predicting Visitor Purchases with BigQuery ML,70 minutes,Medium,"data engineer, Big Data, BigQuery, Predicting, Visitor Purchases, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383359
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Summary,1 minute,Medium,"data engineer, Big Data, BigQuery, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383360
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Quiz,2 minutes,Medium,"data engineer, Big Data, BigQuery, Quiz, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383361
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Big Data with BigQuery: Reading list,1 minute,Medium,"data engineer, Big Data, BigQuery, Google Cloud, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383362
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Introduction,2 minutes,Medium,"data engineer, Machine Learning, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383363
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Options to build ML models,3 minutes,Medium,"data engineer, Machine Learning, Google Cloud, Models, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383364
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Pre-built APIs,2 minutes,Medium,"data engineer, Machine Learning, Google Cloud, Pre-built APIs, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383365
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: AutoML,6 minutes,Medium,"data engineer, Machine Learning, Google Cloud, AutoML, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383366
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Custom training,1 minute,Medium,"data engineer, Machine Learning, Google Cloud, Custom Training, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383367
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Vertex AI,3 minutes,Medium,"data engineer, Machine Learning, Google Cloud, Vetex AI, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383368
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: AI Solutions,2 minutes,Medium,"data engineer, Machine Learning, Google Cloud, AI Solutions, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383369
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Summary,2 minutes,Medium,"data engineer, Machine Learning, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383370
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Quiz,2 minutes,Medium,"data engineer, Machine Learning, Google Cloud, Quiz, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383371
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Machine Learning Options on Google Cloud: Reading list,1 minute,Medium,"data engineer, Machine Learning, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383372
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Introduction,5 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383373
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Data preparation,3 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Data preparation, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383374
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Model training,3 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Model training, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383375
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Model evaluation,4 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Model evaluation, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383376
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Model deployment and monitoring,3 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Model deployment, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383377
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Lab introduction: Predicting loan risk with AutoML,1 minute,Medium,"data engineer, Machine Learning, Vertex AI, Lab, Predicting, Loan risk, AutoML, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383378
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Vertex AI: Predicting Loan Risk with AutoML,150 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Predicting, Loan risk, AutoML, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/labs/383379
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Lab recap: Predicting loan risk with AutoML,3 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Lab, Predicting, Loan risk, AutoML, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383380
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Summary,1 minute,Medium,"data engineer, Machine Learning, Vertex AI, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/video/383381
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Quiz,2 minutes,Medium,"data engineer, Machine Learning, Vertex AI, Quiz, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/quizzes/383382
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,The Machine Learning Workflow with Vertex AI: Reading list,1 minute,Medium,"data engineer, Machine Learning, Vertex AI, Google Cloud, Big data",https://www.cloudskillsboost.google/course_sessions/5007143/documents/383383
Data Engineer - Google Cloud Big Data and Machine Learning Fundamentals,Google Cloud Skill Boost,Beginner,Free during mentorship period,Course Summary,4 minutes,Medium,"data engineer, Google Cloud, Big data, Machine Learning",https://www.cloudskillsboost.google/course_sessions/5007143/video/383384
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Preparing for the Google Cloud Professional Data Engineer Exam : Understanding the Professional Data Engineer Certification Welcome to the course - Introduction,5 minutes,Easy,"data engineer, Google Cloud, ML, data representations, pipelines, and processing infrastructure",https://www.cloudskillsboost.google/course_sessions/5149327/video/359776
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Preparing for the Google Cloud Professional Data Engineer Exam : Understanding the Professional Data Engineer Certification ,7 minutes,Medium,"data engineer, cloud engineer, cloud data cluster",https://www.cloudskillsboost.google/course_sessions/5149327/video/359777
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Information about the latest Exam Guide,5mins,Medium,"data engineer, cloud engineer, cloud data cluster",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359778
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Exam Tips #1,15mins,Medium,"data, monitoring, storage, requirements, pipelines, encryption",https://cloud.google.com/learn/certification/guides/data-engineer
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Quiz: Module 1 Assessment,5mins,Medium,"data engineer, strategy, bookmarking, sample questions, certification exam",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359780
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Understanding the Professional Data Engineer Certification: Exam Tips #2,5mins,Medium,"data engineer, technologies, product, technology, documentation, specialization, training",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359781
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Designing and building,10mins,Medium,"data engineering, pipeline, designing data, representation, machine learning, databses ",https://www.cloudskillsboost.google/course_sessions/5149327/video/359782
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Design flexible data representation,10 mins,Medium,"data engineer, pipleline, SQL, serialization, BigQuery, RDDs, tensor, hadoop",https://www.cloudskillsboost.google/course_sessions/5149327/video/359783
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Exam Tips #3,5mins,Medium,"data engineer, touchstone, Vm's, basic concepts,",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359784
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Design data pipeline,5 mins,Medium,"data engineer, Cloud Dataproc, hadoop, RDD, spark",https://www.cloudskillsboost.google/course_sessions/5149327/video/359785
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Dataflow pipelines,3 mins,Medium,"data engineer, pipeline, cloud dataflow, framework",https://www.cloudskillsboost.google/course_sessions/5149327/video/359786
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Bigquery and dataflow solutions,3 mins,Medium,"data, bigquery, SQL, cloud",https://www.cloudskillsboost.google/course_sessions/5149327/video/359787
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Design data processing infrastructure,1 mins,Medium,"data, cloud, Bigquery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359788
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Pub/Sub solutions,1 min,Medium,"data, cloud pub/sub, cloud dataflow",https://www.cloudskillsboost.google/course_sessions/5149327/video/359789
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Practice exam questions 01,3 min,Medium,"data, bigquery, cloud storage, dataset, cloud spanner",https://www.cloudskillsboost.google/course_sessions/5149327/video/359790
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Designing Data Processing Systems: Designing Data Processing Systems: Exam Guide Review,2mins,Medium,"data, pipeline, Bigquery, storage, pub/sub, infrastructure",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359791
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and Operationalizing Data Processing Systems,2mins,Medium,"data, processing, database, Bigquery, tables",https://www.cloudskillsboost.google/course_sessions/5149327/video/359792
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Building and Operationalizing Data Processing Systems: Cloud Storage, Cloud SQL, Cloud Bigtable",3 mins,Medium,"data,Cloud SQL, cloud storage, Cloud Bigtable, MySQL, NOSQL",https://www.cloudskillsboost.google/course_sessions/5149327/video/359793
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and maintaining pipelines,2 mins,Medium,"data, cloud, dataflow, windowing, data processing",https://docs.google.com/spreadsheets/d/1dnVGIclHGY-4lJUwybhOq1sZAgoJBiKTi36cxEA_Shw/edit#gid=1382298404
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and maintaining processing infrastructure,1min,Medium,"data, cloud pub/sub, cloud dataflow, dataflow, Bigquery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359795
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Practice exam questions 02,2mins,Medium,"data, Bigquery, cloud SQL, cloud storage, cloud spanner, cloud bigtable",https://www.cloudskillsboost.google/course_sessions/5149327/video/359796
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Building and Operationalizing Data Processing Systems: Exam Guide Review ,2 mins,Medium,"data, Bigquery, cloud query, cloud storage, cloud spanner",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359797
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Building and Operationalizing Data Processing Systems: Case study 01
",4mins,Medium,"data, SQL, bigquery, dataproc, apache airflow, cloud composer",https://www.cloudskillsboost.google/course_sessions/5149327/video/359798
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Building and Operationalizing Data Processing Systems: Case study 01
",3 mins,Medium,"data, SQL, bigquery, apache airflow, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359799
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Challenge Lab 01 Intro,19sec,Medium,"data, SQL, bigquery, apache airflow, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/video/359800
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: PDE Prep: BigQuery Essentials,2 hours,Medium,"data, SQL, bigquery, dataset, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/labs/359801
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Exam Tips #4,2mins,Medium,"data, SQL, bigquery, dataset, pipeline, dataproc",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359802
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Building and Operationalizing Data Processing Systems: Quiz: Designing and Building Data Processing Systems,2mins,Medium,"data, dataproc, cloud SQL, dataflow, Pub/Sub, and BigQuery",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359803
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Analyzing and modeling,3mins,Medium,"data, analyzing, modeling, Machine learning, pre-trained, tensorflow",https://www.cloudskillsboost.google/course_sessions/5149327/video/359804
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Analyzing data,3mins,Medium,"data, SQL, analysis, machine learning, algorithm",https://www.cloudskillsboost.google/course_sessions/5149327/video/359805
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Machine Learning,33secs,Medium,"data, machine learning, bigquery, dataflow, tensorflow, Cloud Pub/Sub",https://www.cloudskillsboost.google/course_sessions/5149327/video/359806
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Machine learning and unstructured data,4:45mins,Medium,"data engineer, machine learning, model, MSE, RMSE, gradient descent",https://www.cloudskillsboost.google/course_sessions/5149327/video/359807
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Training and validating,2:20mins,Medium,"data, model, training, validaion, metric, underfitting, overfitting",https://www.cloudskillsboost.google/course_sessions/5149327/video/359808
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Practice exam questions 03,2:45mins,Medium,"data, classification, model, sentiment analysis, Natural language",https://www.cloudskillsboost.google/course_sessions/5149327/video/359809
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Exam Guide Review,2 mins,Medium,"Features, Labels, Models, Regression,  Classification, Supervised, unsupervised learning, Evaluation, Metrics ",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359810
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 02,3:45mins,Medium,"data, bigquery, GCP, logs",https://www.cloudskillsboost.google/course_sessions/5149327/video/359811
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 02,2mins,Medium,"data, bigquery, google cloud, logs, IAM",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359812
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Modeling business processes for analysis and optimization,2:25mins,Medium,"data, modeling, confusion matrix, ML, pre-trained",https://www.cloudskillsboost.google/course_sessions/5149327/video/359813
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Feature engineering and performance,2mins,Medium,"data, feature engineering, hyperparameters, performance, query",https://www.cloudskillsboost.google/course_sessions/5149327/video/359814
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Schema and performance,2:22mins,Medium,"data, normalization, denormalized, bigquery, database",https://www.cloudskillsboost.google/course_sessions/5149327/video/359815
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Pipeline and performance,2 minutes,Medium,"data, SQL, efficiency, performance, select, limit",https://www.cloudskillsboost.google/course_sessions/5149327/video/359816
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Dividing work,1:46mins,Medium,"data, partitioning, bigquery, ,ml, GroupByKey, CombineByKey",https://www.cloudskillsboost.google/course_sessions/5149327/video/359817
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Bigtable performance,4mins,Medium,"data, bigtable, nodes, bigquery, SQL, timestamp, time series, performance",https://www.cloudskillsboost.google/course_sessions/5149327/video/359818
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Price estimation,43 secs,Medium,"data, bigquery, query validator, pricing calculator",https://www.cloudskillsboost.google/course_sessions/5149327/video/359819
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 03,3 mins,Medium,"data, SQL, pipeline, cloud storage, cloud analytics, hadoop, logs",https://www.cloudskillsboost.google/course_sessions/5149327/video/359820
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Case study 03,3 mins,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359821
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Challenge Lab 02 Intro,24 secs,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/video/359822
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: PDE Prep: Cloud Dataproc Cluster Operations and Maintenance,2hrs,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/labs/359823
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Exam Tips #5,1 min,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359824
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Operationalizing Machine Learning Models: Quiz: Operationalizing Machine Learning Models,1 mins,Medium,"data, bigtable, cloud storage, bigquery, SQL, Cloud Analytics",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359825
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Designing for Security and Compliance",4:34mins,Medium,"data engineering, cloud dataproc, logs, encryption, cloud storage",https://www.cloudskillsboost.google/course_sessions/5149327/video/359826
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Practice exam questions 04",1mins,Medium,"data engineer, cloud storage, bigquery, Analyst3",https://www.cloudskillsboost.google/course_sessions/5149327/video/359827
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Performing quality control",3mins,Medium,"data engineering, monitoring, stackdriver, tensorflow, security",https://www.cloudskillsboost.google/course_sessions/5149327/video/359828
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Ensuring reliability",2mins,Medium,"data, realibility, scaling, nodes, availability, failover",https://www.cloudskillsboost.google/course_sessions/5149327/video/359829
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Ensuring Solution Quality: Exam Guide Review",2mins,Medium,"data, data security, dataprep, data security, pipeline",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359830
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Exam Tips #5",1 mins,Medium,"data, data security, dataprep, data security, pipeline",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359831
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Security, Policy, and Reliability: Quiz: Preparing for Reliability, Policy, and Security",2 mins,Medium,"data, data security,, data security, scaling, disaster recovery",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359832
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Resources and next steps,2 mins,Medium,"data, data security,, data security, scaling, disaster recovery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359833
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Practice exam quiz,14secs,Medium,"data, data security,, data security, scaling, disaster recovery",https://www.cloudskillsboost.google/course_sessions/5149327/video/359834
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Instructions of GRADED and UNGRADED Practice Exam Quizzes,1 mins,Medium,"data engineer, graded, ungraded, ",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359835
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps:  Quiz: Ungraded Practice Exam,10mins,Medium,"data, data security, dataprep, data security, pipeline",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359836
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Quiz: Graded Practice Exam,15 mins,Medium,"data, dataproc, cloud SQL, dataflow, Pub/Sub, and BigQuery",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359837
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Quiz: Resources,3:26 mins,Medium,"data engineer, stackdriver, bigquery, dataproc, tensorflow",https://www.cloudskillsboost.google/course_sessions/5149327/video/359838
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Resources and Next Steps: Quiz: Review of tips
",1 min,Medium,"data engineer, cloud engineer, cloud data cluster",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359839
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Resources and Next Steps: Quiz: Course Summary Quiz - Prep for the Exam
",2 mins,Medium,"data engineer, Google Cloud, ML, data representations, pipelines",https://www.cloudskillsboost.google/course_sessions/5149327/quizzes/359840
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,Resources and Next Steps: Quiz: Sample Exam Quiz Questions,15 mins,Medium,"data, bigquery, dataproc, storage cloud, bigtable, nodes, Pub/Sub",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359841
Data Engineer - Preparing for the Google Cloud Professional Data Engineer Exam,Google Cloud Skill Boost,Beginner,Free during mentorship period,"Course Resources: Preparing for the Google Cloud Professional Data Engineer Exam
 ",15 mins,Medium,"data, bigquery, dataproc, storage cloud, bigtable, nodes, Pub/Sub",https://www.cloudskillsboost.google/course_sessions/5149327/documents/359842
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,A Tour of Google Cloud Hands-on Labs,45 min,Easy to Medium,Cloud/Lab/console,https://www.cloudskillsboost.google/focuses/2794?parent=catalog
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to AI and Machine Learning on Google Cloud,8 hours,Easy to Medium,Machine Learning/ Google Cloud/ ,https://www.cloudskillsboost.google/course_templates/593
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to AI and Machine Learning on Google Cloud: Course introduction,4 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387507
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations,110 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387508
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Introduction,1 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387508
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Why Google,9 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387509
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Ai/ML framework on Google Cloud,2 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387510
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Google Cloud infrastructure,8 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387511
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Data and AI products,3 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387512
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: ML model categories,5 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387513
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: BigQuery ML,4 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387514
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Lab introduction,1 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387515
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Predicting Visitor Purchases with BigQuery ML,70 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/labs/387516
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Summary,1 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/video/387517
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Quiz,5 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387518
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Foundations: Reading,2 min,Easy to Medium,Machine Learning/ Cloud/Data/Infrastructure/Bigquery/,https://www.cloudskillsboost.google/course_sessions/4968855/documents/387519
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options,78 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387520
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Introduction,1 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387520
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: AI developement options,5 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387521
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Pre-trained APIs,6 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387522
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Vertex AI,5 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387523
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: AutoML,4 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387524
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Custom training,5 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387525
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Lab introduction,4 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387526
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Entity and Sentiment Analysis with the Natural Language API,40 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/labs/387527
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Summary,1 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387528
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Quiz,5 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387529
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Options: Reading,2 min,Easy to Medium,AI/Development/API/Vertex AI/AutoML/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/documents/387530
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow,191 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387531
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Introduction ,10 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387531
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: How a machine learns ,3 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387532
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: ML workflow ,3 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387533
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Data preparation ,3 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387534
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Model development ,6 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387535
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Model serving ,2 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387536
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: MLOps and workflow automation,6 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387537
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Lab introduction ,150 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387538
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Vertex AI: Predicting Loan Risk with AutoML ,1 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/labs/387539
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Summary ,1 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/video/387540
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Quiz,5 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387541
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,AI Development Workflow: Reading,2 min,Easy to Medium,AI/Development/API/Vertex AI/MLOps/Workflow,https://www.cloudskillsboost.google/course_sessions/4968855/documents/387542
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI,96 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387543

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Introduction ,1 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387543
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Generative AI and LLMs ,7 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387544

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Generative AI use case: Duet AI ,6 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387545
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Model Garden ,4 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387546

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Generative AI Studio ,6 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387547
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: AI solutions ,6 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387548

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Lab introduction ,2 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387549
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Get Started with Generative AI Studio ,60 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/labs/387550

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Summary ,1 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387551
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Quiz,5 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/quizzes/387552

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Reading,2 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/documents/387553
Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generative AI: Course Summary,6 min,Easy to Medium,Generative AI/LLM's,https://www.cloudskillsboost.google/course_sessions/4968855/video/387554

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Launching into Machine Learning,10.5 hours,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_templates/8

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Launching into Machine Learning: Course introduction,1 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410374

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis,210 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410375

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Introduction,1 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410375

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Improve data quality,13 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410376

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Lab intro: Improve the quality of your data,1 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410377

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Lab Demo: Improve the quality of your data,22 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410378

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Improving Data Quality,30 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/labs/410379

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: What is exploratory data analysis?,4 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410380

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: How is EDA used in machine learning?,4 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410381

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Data analysis and visualization,3 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410382

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Lab intro: Explore the data using Python and BigQuery,1 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410383

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Exploratory Data Analysis Using Python and BigQuery,120 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/labs/410384

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Get to know your data: Improve data through Exploratory Data Analysis,5 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/quizzes/410385

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Get to Know Your Data: Improve Data through Exploratory Data Analysis: Resources: Get to Know Your Data: Improve Data through Exploratory Data Analysis,10 min,Easy to Medium,Machine learning/EDA/BigQuery/,https://www.cloudskillsboost.google/course_sessions/4846710/documents/410386

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice,178 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410387

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Introduction,1 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410387

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Supervised learning,5 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410388

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Linear regression,11 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410389

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Lab intro: Introduction to linear regression,1 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410390

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Lab Demo: Intro to Linear Regression,12 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410391

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Introduction to Linear Regression,120 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/labs/410392

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Logistic regression,16 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/video/410393

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Machine Learning in Practice,5 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/quizzes/410394

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in Practice: Resources: Machine Learning in Practice,8 min,Easy to Medium,Machine Learning/Supervised learning/Linear Regression/,https://www.cloudskillsboost.google/course_sessions/4846710/documents/410395

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI,45 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/video/410396

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Introduction,1 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/video/410396

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Machine learning vs. deep learning,7 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/video/410397

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: What is automated machine learning?,1 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/video/410398

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: AutoML regression model,10 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/video/410399

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Evaluate AutoML models,10 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/video/410400

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Training AutoML Models Using Vertex AI,5 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/quizzes/410401

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training AutoML Models Using Vertex AI: Training AutoML Models Using Vertex AI,10 min,Easy to Medium,AutoML/Vertex AI/Regression models,https://www.cloudskillsboost.google/course_sessions/4846710/documents/410402

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives,97 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/4846710/video/410403

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Introduction,1 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/video/411396

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Training an ML model using BigQuery ML,5 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/video/411397

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery Machine Learning supported models,2 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/video/411398

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Lab intro: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI),1 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/video/411399

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Lab Demo: Using BigQuery ML to predict penguin weight (BigQuery ML & Explainable AI),12 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/video/411400

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: Using BigQuery ML to Predict Penguin Weight,60 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/labs/411401

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery ML hyperparameter tuning,3 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/video/411402

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: How to build and deploy a recommendation system with BigQuery ML,5 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/video/411403

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery Machine Learning: Develop ML Models Where Your Data Lives,5 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/quizzes/411404

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,BigQuery Machine Learning: Develop ML Models Where Your Data Lives: BigQuery Machine Learning: Develop ML Models Where Your Data Lives,5 min,Easy to Medium,Big Query/Explanable AI/ML models/Hyperparameter. tuning/recommendation system,https://www.cloudskillsboost.google/course_sessions/5299766/documents/411405

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization,63 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411406

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Introduction,1 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411406

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Defining ML models,4 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411407

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Introducing the course dataset,6 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411408

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Introduction to loss functions,6 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411409

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Gradient descent,5 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411410

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Troubleshooting loss curves,2 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411411

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: ML model pitfalls,6 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411412

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Lecture lab: Introducing the TensorFlow Playground ,6 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411413

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Lecture lab: TensorFlow Playground - Advanced,3 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411414

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Lecture lab: Practicing with neural networks,6 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411415

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Performance metrics ,3 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411416

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization: Confusion matrix,5 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/video/411417

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Optimization:Quiz,10 min,Easy to Medium,Optimization/loss function/Gradient descent/confusion Matrix/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5299766/quizzes/411418

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling,36 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/video/411420

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Introduction ,1 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/video/411420

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Generalization and ML models,6 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/video/411421

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: When to stop model training,5 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/video/411422

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Creating repeatable samples in BigQuery,6 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/video/411423

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Demo: Splitting datasets in BigQuery,8 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/video/411424

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Generalization and Sampling,10 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/quizzes/411425

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Summary,10 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/documents/411427

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Quiz,5 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/documents/411428

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Generalization and Sampling: Slides,5 min,Easy to Medium,Generalization/Sampling/Bigquery,https://www.cloudskillsboost.google/course_sessions/5299766/documents/411430

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,TensorFlow on Google Cloud,12.5 hours,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/video/405112

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,TensorFlow on Google Cloud: Course Introduction,1 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/video/405112

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem,28 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/video/405113

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to the TensorFlow ecosystem,1 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/video/405113

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Introduction to Tensorflow,5 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/video/405114

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: TensorFlow API hierarchy,4 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/video/405115

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Components of Tensorflow: Tensors and variables,8 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/video/405116

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Quiz,5 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405117

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to the TensorFlow Ecosystem: Resources,5 min,Medium to Hard,Tensorflow/ Machine learning,https://www.cloudskillsboost.google/course_sessions/5300718/documents/405118

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline,285 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405119

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Introduction,1 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405119

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: : An ML recap,2 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405120

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Training on large datasets with tf.data API,3 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405121

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Working in-memory and with files,3 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405122

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Getting the data ready for model training,6 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405123

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Embeddings,8 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405124

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Lab intro: TensorFlow Dataset API,1 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405125

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: TensorFlow Dataset API,120 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/labs/405126

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Scaling data processing with tf.data and Keras preprocessing layers,10 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405127

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Lab intro: Classifying structured data using Keras preprocessing layers,1 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/video/405128

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Classifying Structured Data using Keras Preprocessing Layers,120 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/labs/405129

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Design and Build Input Data Pipeline,5 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405130

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Design and Build an Input Data Pipeline: Design and Build a TensorFlow Input Data Pipeline,5 min,Medium to Hard,Data Pipeline/ML/Tensorflow/Model training/Embeddings/Keras,https://www.cloudskillsboost.google/course_sessions/5300718/documents/405131

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API,315 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405132

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Introduction,1 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405132

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Activation functions,8 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405133

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Training neural networks with TensorFlow 2 and the Keras Sequential API,7 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405134

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Serving models in the cloud,3 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405135

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Lab intro: Introducing the Keras Sequential API on Vertex AI Platform 1 minute,1 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405136

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Introducing the Keras Sequential API on Vertex AI Platform,45 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/labs/405137

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Training neural networks with TensorFlow 2 and the Keras Functional API,9 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405138

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Lab intro: Build a DNN using the Keras Functional API on Vertex AI Platform,1 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405139

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Build a DNN using the Keras Functional API,120 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/labs/405140

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Model subclassing,3 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405141

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Regularization basics,4 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405142

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: How can we measure model complexity: L1 vs. L2 Regularization,5 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/video/405143

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks in TensorFlow with Keras API: Quiz,5 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405144

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Neural Networks with the TensorFlow and Keras API: Resources,5 min,Medium to Hard,Neural Networks/Tensorflow/Keras API/Vertex AI/DNN/Subclassing/Regularization,https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405144

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training at Scale with Vertex AI,108 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/video/405146

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training at Scale with Vertex AI: Introduction,1 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/video/405146

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training at Scale with Vertex AI: Training at scale with Vertex AI,6 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/video/405147

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training at Scale with Vertex AI: Training at Scale with Vertex AI Training Service,1 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/video/405148

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training at Scale with Vertex AI: Training at Scale with Vertex AI Training Service,90 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/labs/405149

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training at Scale with Vertex AI: Quiz,5 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/quizzes/405150

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Training at Scale with Vertex AI: Resources,5 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/documents/405151

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary,10 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/documents/405152

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary: Quiz,5 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/documents/405153

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary: Resources,5 min,Medium to Hard,Vertex AI/Model training/,https://www.cloudskillsboost.google/course_sessions/5300718/documents/405154

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering,7.6 hours,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_templates/11

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Course introduction,1 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411058

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store,36 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411059

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Introduction,1 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411059

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Feature Store benefits,4 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411060

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Feature Store terminology and concepts,6 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411061

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: The Feature Store data model,1 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411062

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Creating a Feature Store,9 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411063

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Introduction to Vertex AI Feature Store: 
Serving features: Batch and online",5 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/video/411064

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Introduction to Vertex AI Feature Store: 
Introduction to Vertex AI Feature Store",5 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411065

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store: Introduction to Vertex AI Feature Store,5 min,Medium to Hard,Tensorflow/ Machine learning/Features/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411066

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features,51 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411067

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Introduction,1 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411067

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Overview of feature engineering,10 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411068

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Raw data to features,1 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411069

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Good features versus bad features,4 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411070

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Features should be known at prediction-time,5 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411071

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Features should be numeric,4 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411072

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Features should have enough examples,6 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411073

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Bringing human insight,1 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411074

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Representing features,9 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/video/411075

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Raw Data to Features,5 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411076

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Raw Data to Features: Raw Data to Features,5 min,Medium to Hard,Feature engineering/Feature representation/Data,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411077

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering,280 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411078

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Introduction,1 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411078

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Machine learning versus statistics,3 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411079

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Basic feature engineering,5 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411080

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Performing Basic Feature Engineering in BigQuery ML,1 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411081

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Performing Basic Feature Engineering in BQML,60 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/labs/411082

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Advanced feature engineering: Feature crosses,5 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411083

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Bucketize and Transform Functions,2 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411084

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Predict housing prices,6 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411085

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Estimate taxi fare,2 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411086

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Temporal and geolocation features,5 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411087

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Basic Feature Engineering in Keras,1 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411088

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Performing Basic Feature Engineering in Keras,90 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/labs/411089

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Advanced Feature Engineering in Keras,1 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/video/411090

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Performing Advanced Feature Engineering in Keras,90 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/labs/411091

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering:Quiz,7 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411092

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Engineering: Resources,1 min,Medium to Hard,Feature engineering/Statistics/Bigquery/Keras,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411093

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Preprocessing and Feature Creation,18 min,Medium to Hard,Feature engineering/Apache Beam/Dataflow,https://www.cloudskillsboost.google/course_sessions/5301387/video/411094

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Preprocessing and Feature Creation: Introduction,1 min,Medium to Hard,Feature engineering/Apache Beam/Dataflow,https://www.cloudskillsboost.google/course_sessions/5301387/video/411094

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Preprocessing and Feature Creation: Apache Beam and Dataflow,4 min,Medium to Hard,Feature engineering/Apache Beam/Dataflow,https://www.cloudskillsboost.google/course_sessions/5301387/video/411095

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Preprocessing and Feature Creation: Dataflow terms and concepts,5 min,Medium to Hard,Feature engineering/Apache Beam/Dataflow,https://www.cloudskillsboost.google/course_sessions/5301387/video/411096

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Preprocessing and Feature Creation: Preprocessing and Feature Creation,7 min,Medium to Hard,Feature engineering/Apache Beam/Dataflow,https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411097

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Preprocessing and Feature Creation: Preprocessing and Feature Creation,1 min,Medium to Hard,Feature engineering/Apache Beam/Dataflow,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411098

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground,16 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/video/411099

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Introduction,1 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/video/411099

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: What is a feature cross,2 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/video/411100

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Discretization,1 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/video/411101

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: TensorFlow Playground: Use feature crosses to create a good classifier,1 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/video/411102

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: TensorFlow Playground: Too much of a good thing,1 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/video/411103

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Quiz,5 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411104

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Feature Crosses - TensorFlow Playground: Resources,5 min,Medium to Hard,Feature cross/Tensorflow/,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411105

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform,24 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/video/411106

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Introduction,1 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/video/411106

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform: TensorFlow Transform,8 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/video/411107

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Analyze phase,3 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/video/411108

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Transform phase,4 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/video/411109

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Supporting serving,2 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/video/411110

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform: Quiz,5 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/quizzes/411111

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TensorFlow Transform:Resources,1 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411112

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary,30 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411113

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary: Quiz,20 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411114

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary: Resources,10 min,Medium to Hard,Tensorflow/Transform/Phase,https://www.cloudskillsboost.google/course_sessions/5301387/documents/411115

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in the Enterprise,14.5 hours,Easy to Medium,ML/Enterprise/Workflow,https://www.cloudskillsboost.google/course_templates/9

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning in the Enterprise: Course introduction,1 min,Easy to Medium,ML/Enterprise/Workflow,https://www.cloudskillsboost.google/course_sessions/5302759/video/410561

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Understanding the ML Enterprise Workflow,12 min,Easy to Medium,ML/Enterprise/Workflow,https://www.cloudskillsboost.google/course_sessions/5302759/video/410562

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowIntroduction,1 min,Easy to Medium,ML/Enterprise/Workflow,https://www.cloudskillsboost.google/course_sessions/5302759/video/410562

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowOverview of an ML enterprise workflow,5 min,Easy to Medium,ML/Enterprise/Workflow,https://www.cloudskillsboost.google/course_sessions/5302759/video/410563

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowQuiz: Understanding the ML Enterprise Workflow,5 min,Easy to Medium,ML/Enterprise/Workflow,https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410564

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Understanding the ML Enterprise WorkflowResources: Understanding the ML Enterprise Workflow,1 min,Easy to Medium,ML/Enterprise/Workflow,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410565

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the Enterprise,128 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410566

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseIntroduction,1 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410566

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseFeature Store,7 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410567

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseData Catalog,2 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410568

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseDataplex,4 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410569

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseAnalytics Hub,4 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410570

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseData preprocessing options,3 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410571

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseDataprep,6 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410572

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseLab intro: Exploring and Creating an Ecommerce Analytics Pipeline with Dataprep,1 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/video/410573

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseExploring and Creating an Ecommerce Analytics Pipeline with Cloud Dataprep v1.5,90 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/labs/410574

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseQuiz: Data in the Enterprise,5 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410575

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Data in the EnterpriseResources: Data in the Enterprise,5 min,Easy to Medium,Data/ML/Enterprise/Workflow/Data preparation/Analytics,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410576

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom Training,170 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingIntroduction,1 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410577

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingThe art and science of machine learning,6 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410578

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingMake training faster,8 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410579

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingWhen to use custom training,5 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410580

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingTraining requirements and dependencies (part 1),9 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410581

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingTraining requirements and dependencies (part 2),3 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410582

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingTraining custom ML models using Vertex AI,2 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410583

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingLab intro: Vertex AI: Custom Training Job and Prediction Using Managed Datasets,1 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/video/410584

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingVertex AI: Custom Training Job and Prediction Using Managed Datasets,120 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/labs/410585

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingQuiz: Science of Machine Learning and Custom Training,5 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410586

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingResources: Science of Machine Learning and Custom Training,5 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410587

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Science of Machine Learning and Custom TrainingResources: The Science of Machine Learning,5 min,Easy to Medium,ML/Custom training/Dependencies/Vertex AI/,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410588

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex Vizier Hyperparameter Tuning,178 min,Medium to Hard,Vertex/Hyperparameter tuning,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningIntroduction,1 min,Medium to Hard,Vertex/Hyperparameter tuning,https://www.cloudskillsboost.google/course_sessions/5302759/video/410589

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningVertex AI Vizier hyperparameter tuning,16 min,Medium to Hard,Vertex/Hyperparameter tuning,https://www.cloudskillsboost.google/course_sessions/5302759/video/410590

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningLab intro: Vertex AI: Hyperparameter Tuning,1 min,Medium to Hard,Vertex/Hyperparameter tuning,https://www.cloudskillsboost.google/course_sessions/5302759/video/410591

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningVertex AI: Hyperparameter Tuning,150 min,Medium to Hard,Vertex/Hyperparameter tuning,https://www.cloudskillsboost.google/course_sessions/5302759/labs/410592

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningQuiz: Vertex Vizier Hyperparameter Tuning,5 min,Medium to Hard,Vertex/Hyperparameter tuning,https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410593

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex Vizier Hyperparameter TuningResources: Vertex Vizier Hyperparameter Tuning,5 min,Medium to Hard,Vertex/Hyperparameter tuning,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410594

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AI,176 min,Medium to Hard,Vertex AI/Model monitoring,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIIntroduction,1 min,Medium to Hard,Vertex AI/Model monitoring,https://www.cloudskillsboost.google/course_sessions/5302759/video/410595

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIPredictions using Vertex AI,6 min,Medium to Hard,Vertex AI/Model monitoring,https://www.cloudskillsboost.google/course_sessions/5302759/video/410596

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIModel management using Vertex AI,8 min,Medium to Hard,Vertex AI/Model monitoring,https://www.cloudskillsboost.google/course_sessions/5302759/video/410597

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AILab intro: Monitoring Vertex AI Models,1 min,Medium to Hard,Vertex AI/Model monitoring,https://www.cloudskillsboost.google/course_sessions/5302759/video/410598

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIMonitoring Vertex AI Models,150 min,Medium to Hard,Vertex AI/Model monitoring,https://www.cloudskillsboost.google/course_sessions/5302759/labs/410599

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIQuiz: Prediction and Model Monitoring Using Vertex AI,5 min,Medium to Hard,Vertex AI/Model monitoring,https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410600

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Prediction and Model Monitoring Using Vertex AIResources: Prediction and Model Monitoring Using Vertex AI,5 min,Medium to Hard,Vertex AI/Model monitoring,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410601

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI Pipelines,170 min,Medium to Hard,Vertex AI/AI pipelines,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesIntroduction,1 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/video/410602

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesPrediction using Vertex AI pipelines,3 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/video/410603

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesLab intro: Vertex AI Pipelines,1 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/video/410604

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesLab Introduction and Walkthrough: Vertex AI pipeline,5 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410605

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesIntroduction to Vertex Pipelines,90 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/labs/410606

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesRunning Pipelines on Vertex AI 2.5,60 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/labs/410607

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesQuiz: Vertex AI Pipelines,5 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/quizzes/410608

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI PipelinesResources: Vertex AI Pipelines,5 min,Medium to Hard,Vertex AI/AI pipelines,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410609

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Best Practices for ML Development,14 min,Easy to Medium,ML Development/model deployment/Vertex AI,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Best Practices for ML DevelopmentIntroduction,1 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/video/410610

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Best Practices for ML DevelopmentBest practices for model deployment and serving,2 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/video/410611

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Best Practices for ML DevelopmentBest practices for model monitoring,2 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/video/410612

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Best Practices for ML DevelopmentVertex AI pipeline best practices,3 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/video/410613

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Best Practices for ML DevelopmentBest practices for artifact organization,1 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/video/410614

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Best Practices for ML DevelopmentResources: Best Practices for ML Development on Vertex AI,5 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410615

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary,13 min,Easy to Medium,ML Development/model deployment/Vertex AI,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course summary,5 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410616

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Series summary,5 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/documents/410621

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Series summary,3 min,Easy to Medium,ML Development/model deployment/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5302759/video/410620

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Production Machine Learning Systems,15 hours,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_templates/17

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Advanced Machine Learning on Google Cloud,2 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394179

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Advanced Machine Learning on Google CloudAdvanced Machine Learning on Google Cloud,1 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394179

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Advanced Machine Learning on Google CloudWelcome,1 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394180

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML Systems,135 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394181

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsArchitecting ML systems,2 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394182

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Architecting Production ML SystemsData extraction, analysis, and preparation",5 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394182

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Architecting Production ML SystemsModel training, evaluation, and validation",2 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394183

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Architecting Production ML SystemsTrained model, prediction service, and performance monitoring",2 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394184

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsTraining design decisions,4 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394185

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsServing design decisions,6 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394186

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsDesigning from scratch,2 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394187

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsUsing Vertex AI,8 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394188

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsLab introduction: Structured data prediction,1 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/video/394189

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsStructured data prediction using Vertex AI Platform,90 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/labs/394190

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsQuiz: Architecting production ML systems,5 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394191

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Architecting Production ML SystemsReadings: Architecting production ML systems,5 min,Medium to Hard,Machine learning/ deployment/Architecture/ML systems/Model evaluation,https://www.cloudskillsboost.google/course_sessions/5304706/documents/394192

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML Systems,400 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsIntroduction,1 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394193

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsAdapting to data,2 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394194

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsChanging distributions,3 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394195

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsLab: Adapting to data,2 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394196

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsRight and wrong decisions,3 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394197

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsSystem failure,2 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394198

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsConcept drift,9 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394199

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsActions to mitigate concept drift,2 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394200

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsTensorFlow data validation,3 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394201

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsComponents of TensorFlow data validation,5 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394202

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsLab Introduction: Introduction to TensorFlow Data Validation,1 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394203

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsIntroduction to TensorFlow Data Validation,120 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/labs/394204

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsLab Introduction: Advanced Visualizations with TensorFlow Data Validation,1 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394205

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsAdvanced Visualizations with TensorFlow Data Validation,120 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/labs/394206

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsMitigating training-serving skew through design,1 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394207

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsVertex AI: Training and Serving a Custom Model,120 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/labs/394208

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsDiagnosing a production model,4 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/video/394209

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsQuiz: Designing adaptable ML systems,5 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394210

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing Adaptable ML SystemsReadings: Designing adaptable ML systems,5 min,Medium to Hard,ML system/Data distribution/System failure/ Data validation/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304706/documents/394211

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML Systems,280 min,Medium to Hard,ML System/Training/Prediction/Keras,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsIntroduction,1 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394212

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsTraining,5 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394213

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsPredictions,2 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394214

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsWhy distributed training is needed,3 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394215

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsDistributed training architectures,7 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394216

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsTensorFlow distributed training strategies,1 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394217

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsMirrored strategy,3 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394218

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsMulti-worker mirrored strategy,3 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394219

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsTPU strategy,2 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394220

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsParameter server strategy,1 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394221

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsLab Introduction: Distributed Training with Keras,1 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394222

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML Systems Distributed Training with Keras,120 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/labs/394223

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsTraining on large datasets with tf.data API,5 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394224

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsLab Introduction: TPU-speed Data Pipelines,1 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394225

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML Systems TPU Speed Data Pipelines,120 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/labs/394226

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsInference,3 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/video/394227

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsQuiz: Designing high-performance ML systems,5 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394228

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Designing High-Performance ML SystemsReadings: Designing high-performance ML systems,5 min,Medium to Hard,ML System/Training/Prediction/Keras,https://www.cloudskillsboost.google/course_sessions/5304706/documents/394229

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML Systems,100 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsIntroduction,4 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/video/394230

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsMachine Learning on Hybrid Cloud,4 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/video/394231

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsKubeflow,2 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/video/394232

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsLab Introduction: Kubeflow Pipelines with AI Platform,1 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/video/394233

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsRunning Pipelines on Vertex AI 2.5,60 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/labs/394234

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsTensorFlow Lite,2 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/video/394235

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsOptimizing TensorFlow for mobile,2 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/video/394236

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsSummary,20 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/quizzes/394238

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsQuiz: Hybrid ML systems,1 min,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/video/394240

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Building Hybrid ML SystemsReadings: Hybrid ML systems,2 mins,Medium to Hard,Kubeflow/ML System/Vertex AI/Architecture,https://www.cloudskillsboost.google/course_sessions/5304706/documents/394243

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Computer Vision Fundamentals with Google Cloud,16.5 hours,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_templates/18

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Computer Vision Fundamentals with Google Cloud: Course Introduction,4 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381936

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image Classification,138 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381937

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationWhat Is Computer Vision,4 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381937

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationDifferent Type of Computer Vision Problems,6 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381938

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationComputer Vision Use Cases,3 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381939

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationVision API - Pre-built ML Models,11 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381940

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Introduction to Computer Vision and Pre-built ML Models for Image ClassificationLab Introduction - Detecting Labels, Faces, and Landmarks in Images with the Cloud Vision API",1 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381941

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Introduction to Computer Vision and Pre-built ML Models for Image ClassificationDetecting Labels, Faces, and Landmarks in Images with the Cloud Vision API",40 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381942

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationLab Introduction - Lab: Extracting Text from the images using the Google Cloud Vision API,1 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/video/381943

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationExtracting Text from the Images using the Google Cloud Vision API,60 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381944

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationReadings,2 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/documents/381945

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Computer Vision and Pre-built ML Models for Image ClassificationQuiz,10 min,Medium to Hard,Machine learning/ Computer vision/Google Cloud/Vision API,https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381946

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AI,128 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/video/381947

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIWhat is Vertex AI and why does a unified platform matter?,5 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/video/381947

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIIntroduction to AutoML Vision on Vertex AI,3 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/video/381948

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Vertex AI and AutoML Vision on Vertex AIHow does Vertex AI help with the ML workflow, part 1 ?",5 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/video/381949

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Vertex AI and AutoML Vision on Vertex AIHow does Vertex AI help with the ML workflow, part 2 ?",7 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/video/381950

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIWhich vision product is right for you ?,5 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/video/381951

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AILab Introduction - Identifying Damaged Car Parts with Vertex AI for AutoML Vision users,1 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/video/381952

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AI Identifying Damaged Car Parts with Vertex AI for AutoML Vision Users,90 min,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381953

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIReadings,2 minutes,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/documents/381954

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and AutoML Vision on Vertex AIQuiz,10 minutes,Medium to Hard,AutoML/Vertex AI,https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381955

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network models",372 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381956

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsIntroduction",1 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381956

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsIntroduction to Linear Models",2 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381957

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsReading the Data",9 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381958

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsImplementing Linear Models for Image Classification",15 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381959

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsLab Introduction - Classifying Images with a Linear Model",1 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381960

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network models Classifying Images with a Linear Model",90 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381961

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsNeural Networks and Deep Neural Networks for Image Classification",8 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381962

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsLab Introduction - Classifying Images with a NN and DNN Model",1 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381963

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network models Classifying Images with a NN and DNN Model",135 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381964

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsDeep Neural Networks with Dropout and Batch Normalization",7 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381965

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsLab Introduction - Classifying Images using Dropout and Batchnorm Layer",1 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/video/381966

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsClassifying Images using Dropout and Batchnorm Layer",90 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381967

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsReadings",2 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/documents/381968

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Custom Training with Linear, Neural Network and Deep Neural Network modelsQuiz",10 min,Medium to Hard,Deep Neural Network/Image Classification/Normalization,https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381969

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural Networks,141min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381970

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksIntroduction,1 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381970

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksConvolutional Neural Networks,7 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381971

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksUnderstanding Convolutions,11 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381972

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksCNN Model Parameters,11 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381973

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksWorking with Pooling Layers,4 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381974

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksImplementing CNNs on Vertex AI with pre-built TF container using Vertex Workbench,4 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381975

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksLab Introduction - Classifying Images with pre-built TF Container on Vertex AI,1 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/video/381976

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural Networks Classifying Images with pre-built TF Container on Vertex AI,90 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381977

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksReadings,2 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/documents/381978

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Convolutional Neural NetworksQuiz,10 min,Medium to Hard,CNN/Vertex AI/Tensorflow,https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381979

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image Data,222 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381980

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataIntroduction,1 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381980

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataPreprocessing the Image Data,6 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381981

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataModel Parameters and the Data Scarcity Problem,4 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381982

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataData Augmentation,7 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381983

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataLab Introduction - Classifying Images using Data Augmentation,1 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381984

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image Data Classifying Images using Data Augmentation,90 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381985

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataTransfer Learning,6 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381986

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataLab Introduction - Classifying Images with Transfer Learning,1 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381987

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image Data Classifying Images with Transfer Learning,90 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/labs/381988

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataReadings,10 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/documents/381989

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Dealing with Image DataQuiz,2 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/quizzes/381990

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary,4 min,Medium to Hard,CV/Image data/Transfer learning/Data Augmentation,https://www.cloudskillsboost.google/course_sessions/5304490/video/381991

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Natural Language Processing on Google Cloud,12.5 hours,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_templates/40

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course Introduction: Meet the Author,1 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363184

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course Introduction: Introduction,6 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363185

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course Introduction: Reading List,2 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/documents/363186

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google Cloud,164 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363187

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudIntroduction,1 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363187

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudWhat is NLP?,4 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363188

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudNLP history,3 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363189

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudNLP architecture,3 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363190

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudNLP APIs,9 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363191

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudNLP solutions,8 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363192

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudLab introduction: Exploring the Dialogflow API,1 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363193

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudExploring the Dialogflow API,120 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/labs/363194

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudSummary,3 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/video/363195

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudQuiz,10 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363196

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP on Google CloudReading list,2 min,Medium to Hard,Machine Learning/NLP/Cloud/Dialogflow API,https://www.cloudskillsboost.google/course_sessions/5304109/documents/363197

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AI,180 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363198

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AIIntroduction,1 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363198

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AINLP options,3 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363199

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AIVertex AI,4 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363200

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AINLP with AutoML,4 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363201

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AINLP with custom training,1 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363202

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AINLP end-to-end workflow,4 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363203

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AILab introduction: Text Classification with AutoML,1 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363204

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AIText Classification using AutoML,150 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/labs/363205

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AISummary,1 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/video/363206

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AIQuiz,10 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363207

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP with Vertex AIReading list,2 min,Medium to Hard,Vertex AI/NLP/AutoML/Text classification,https://www.cloudskillsboost.google/course_sessions/5304109/documents/363208

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatation,135 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363209

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationIntroduction,1 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363209

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationTokenization,6 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363210

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationOne-hot encoding and bag-of-words,7 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363211

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationWord embeddings,3 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363212

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationWord2vec,9 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363213

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationTransfer learning and reusable embeddings,3 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363214

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationLab introduction: Reusable Embeddings,1 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363215

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationText classification using reusable embeddings,90 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/labs/363216

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationSummary,3 min,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/video/363217

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationQuiz,10 minutes,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363218

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Text representatationReading list,2 minutes,Medium to Hard,Text representation/Tokeization/Embeddings/Encoder/Word2Vec/TL,https://www.cloudskillsboost.google/course_sessions/5304109/documents/363219

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP models,146 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363220

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsIntroduction,1 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363220

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsANN,10 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363221

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsTensorFlow,6 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363222

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsDNN,6 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363223

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsRNN,6 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363224

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsLSTM,8 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363225

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsGRU,2 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363226

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsLab introduction: Text Classification with Keras,2 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363227

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsKeras for Text Classification using Vertex AI,90 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/labs/363228

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsSummary,3 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/video/363229

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsQuiz,10 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363230

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,NLP modelsReading list,2 min,Medium to Hard,NLP Models/Neural networks/Keras/Classifications,https://www.cloudskillsboost.google/course_sessions/5304109/documents/363231

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP models,108 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363232

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsIntroduction,1 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363232

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsEncoder-decoder architecture,3 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363233

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsAttention mechanism,2 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363234

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsTransformer,6 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363235

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsBERT,5 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363236

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsLarge language models,8 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363237

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsLab introduction: Text Translation using Encoder-decoder Architecture,1 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363238

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsEncoder decoder,60 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/labs/363239

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsSummary,2 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363240

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsQuiz,10 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/quizzes/363241

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Advanced NLP modelsReading list,2 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/documents/363242

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course summary,8 min,Medium to Hard,NLP/Encoder/LLM/Transformer,https://www.cloudskillsboost.google/course_sessions/5304109/video/363243

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems on Google Cloud,13.5 hours,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_templates/39

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems on Google Cloud: Welcome to Recommendation Systems on Google Cloud,8 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/video/325052

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems Overview,30 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/video/325053

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems OverviewIntroduction,5 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/video/325053

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems OverviewTypes of Recommendation Systems,2 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/video/325054

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems OverviewContent-Based or Collaborative,6 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/video/325055

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems OverviewRecommendation System Pitfalls,3 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/video/325056

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems OverviewDiscussion,1 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/video/325057

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems OverviewReading: Recommendation Systems Overview,10 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/documents/325058

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Recommendation Systems OverviewRecommendation Systems Overview,2 min,Medium to Hard,Recommendation system/Cloud/,https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325059

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation Systems,214 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325060

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsContent-Based Recommendation Systems,1 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325060

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsSimilarity Measures,3 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325061

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsBuilding a User Vector,3 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325062

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsMaking Recommendations Using a User Vector,1 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325063

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsMaking Recommendations for Many Users,6 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325064

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsLab intro: Create a Content-Based Recommendation System,1 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325065

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsImplementing a Content-Based Filtering using Low Level TensorFlow Operations,90 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/labs/325066

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsUsing Neural Networks for Content-Based Recommendation Systems,4 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325067

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsLab Intro: Create a Content-Based Recommendation System Using a Neural Network,1 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325068

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsUsing Neural Networks for Content-Based Filtering,90 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/labs/325069

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsSummary,2 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/video/325070

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsReadings: Content-Based Recommendation Systems,2 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/documents/325071

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Content-Based Recommendation SystemsContent-Based Recommendation Systems Quiz,10 min,Medium to Hard,Recommendation system/Neural Network/content-based filtering/Users focused,https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325072

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations Systems,194 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325073

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsTypes of User Feedback Data,7 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325073

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsEmbedding Users and Items,12 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325074

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsFactorization Approaches,6 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325075

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsThe ALS Algorithm,5 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325076

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsPreparing Input Data for ALS,6 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325077

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCreating Sparse Tensors For Efficient WALS Input,3 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325078

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WALS Estimator: From Input to Estimator,5 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325079

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WAL Estimator: Decoding TFRecords,3 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325080

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WALS Estimator: Recovering Keys,12 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325081

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsInstantiating a WALS Estimator: Training and Prediction,5 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325082

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsLab Intro: Collaborative Filtering with Google Analytics Data,1 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325083

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCollaborative Filtering on Google Analytics data,90 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/labs/325084

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsIssues with Collaborative Filtering,21 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325085

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCold Starts,5 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/video/325086

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsReadings: Collaborative Filtering Recommendations Systems,10 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/documents/325087

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Collaborative Filtering Recommendations SystemsCollaborative Filtering Recommendations Systems,2 min,Medium to Hard,Recommendation System/Embeddings/Factorization,https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325088

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation Systems,160 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325089

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsHybrid Recommendation Systems,14 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325089

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Designing a Hybrid Recommendation System,6 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325090

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Designing a Hybrid Collaborative Filtering Recommendation System,3 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325091

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Designing a Hybrid Knowledge-based Recommendation System,5 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325092

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsLab Intro: Building a Neural Network Hybrid Recommendation System,1 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325093

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsML on GCP: Hybrid Recommendations with the MovieLens Dataset,90 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/labs/325094

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsContext-Aware Recommendation Systems,7 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325095

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsContext-Aware Algorithms,5 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325096

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsContextual Postfiltering,2 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325097

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsModeling Using Context-Aware Algorithms,5 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325098

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsYouTube Recommendation System Case Study: Overview,3 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325099

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsYouTube Recommendation System Case Study: Candidate Generation,3 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325100

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsYouTube Recommendation System Case Study: Ranking,2 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325101

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsSummary,1 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/video/325102

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsReadings: Neural Networks for Recommendation Systems,2 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/documents/325103

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Neural Networks for Recommendation SystemsNeural Networks for Recommendations,10 min,Medium to Hard,Neural Network/Recommendation systems,https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325104

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement Learning,205 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325105

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningIntroduction to module,1 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325105

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningIntroduction to Reinforcement Learning,10 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325106

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningThe reinforcement learning framework and workflow,16 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325107

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningModel-based and model-free reinforcement learning,5 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325108

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningValue-based reinforcement learning,12 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325109

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningPolicy-based reinforcement learning,4 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325110

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningContextual bandits,7 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325111

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningApplications of reinforcement learning,7 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325112

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningReinforcement Learning,10 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/quizzes/325113

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningReadings: Reinforcement Learning,2 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/documents/325114

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningLab Intro,1 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325115

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningApplying Contextual Bandits for Recommendations with Tensorflow and TF-Agents,120 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/labs/325116

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Reinforcement LearningLab Review,1 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325117

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course Summary,2 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325118

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Specialization Summary,5 min,Medium to Hard,Reinforcement Learning,https://www.cloudskillsboost.google/course_sessions/5303780/video/325119

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps): Getting Started,2.5 hours,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_templates/158

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course introduction,4 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/video/392196

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning Operations,30 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/video/392197

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning OperationsIntroduction to MLOps-Why and when to employ MLOps,1 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/video/392197

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning OperationsMachine learning (ML) practitioners’ pain points,2 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/video/392198

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning OperationsThe concept of devOps in ML,8 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/video/392199

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning OperationsML lifecycle,6 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/video/392200

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning OperationsAutomating the ML process,6 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/video/392201

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning OperationsQuiz,5 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/quizzes/392202

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Employing Machine Learning OperationsReading list,2 min,Easy to Medium,Machine Learning/Operation/Cloud/ML Lifecycle,https://www.cloudskillsboost.google/course_sessions/5303702/documents/392203

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AI,120 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/video/392204

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIWhat is vertex ai and why does a unified platform matter?,4 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/video/392204

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIIntroduction to mlops on vertex ai,9 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/video/392205

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Vertex AI and MLOps on Vertex AIHow does vertex ai help with the mlops workflow, part 1?",4 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/video/392206

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Vertex AI and MLOps on Vertex AIHow does vertex ai help with the mlops workflow, part 2?",8 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/video/392207

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIReading list,2 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/documents/392208

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AIQuiz,5 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/quizzes/392209

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AILab introduction Vertex AI: Qwik Start,1 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/video/392210

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Vertex AI and MLOps on Vertex AITraining and Deploying a TensorFlow Model in Vertex AI,90 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/labs/392211

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Summary ,2 min,Easy to Medium,Vertex AI/MLOps/TensorFlow,https://www.cloudskillsboost.google/course_sessions/5303702/video/392212

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features,125 min,Easy to Medium,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_templates/584

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features: Course Introduction,2 min,Easy to Medium,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385519

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature Store,10 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385520

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature StoreRecap: How does Vertex AI help with the MLOps workflow?,2 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385520

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature StoreIntroduction to Vertex AI Feature Store,1 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385521

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to Vertex AI Feature StoreIntroduction to Vertex AI Feature Store - Demo,7 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385522

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth Look,113 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385523

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookMain capabilities of Vertex AI Feature Store,4 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385523

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookData Model in Vertex AI Feature Store,11 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385524

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookIntroduction to Vertex AI Feature Store,5 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385525

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookLab Intro: Feature Store: Streaming Ingestion SDK,1 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/video/385525

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth LookFeature Store: Streaming Ingestion SDK,90 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/labs/385527

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Machine Learning Operations (MLOps) with Vertex AI: Manage Features An In-depth Look: Summary ,2 min,Medium to Hard,MLOps/Vertex AI/Feature store,https://www.cloudskillsboost.google/course_sessions/5303582/labs/385527

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines on Google Cloud,15.5 hours,Medium to Hard,Machine learning/Cloud,https://www.cloudskillsboost.google/course_templates/191

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines on Google Cloud : Course Introduction,2 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103949

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines on Google Cloud : [Important] - Please Read,2 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/documents/103950

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines,160 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103951

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: TensorFlow Extended (TFX),6 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103951

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX concepts,8 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103952

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX standard data components,10 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103953

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX standard model components,9 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103954

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX pipeline nodes,2 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103955

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX libraries,6 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103956

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: Lab Intro: TFX Walkthrough,1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103957

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Introduction to TFX Pipelines: TFX Standard Components Walkthrough,120 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103957

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Pipeline Orchestration with TFX,190 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103959

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Pipeline Orchestration with TFX: TFX Orchestrators,7 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103959

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Pipeline Orchestration with TFX: Apache Beam,7 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103960

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Pipeline Orchestration with TFX: TFX on Cloud AI Platform,5 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103961

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Pipeline Orchestration with TFX: Lab Intro: TFX pipelines on Cloud AI Platform,4 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103962

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Pipeline Orchestration with TFX: TFX on Cloud AI Platform Pipelines,160 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103963

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines,133 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103964

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: TFX custom components - Python functions,3 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103964

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: TFX custom components - containers + subclassed,7 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103965

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: CI/CD for TFX pipeline workflows,12 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103966

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: Lab Intro: CI/CD lab walkthrough,1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/video/103967

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Custom Components and CI/CD for TFX Pipelines: CI/CD for a TFX pipeline,120 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103968

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Meta Data with TFX,150 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103969

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Meta Data with TFX: TFX Pipeline Metadata,5 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103969

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Meta Data with TFX: TFX ML Metadata data model,4 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103970

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Meta Data with TFX: TFX Pipeline Metadata lab intro,1 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103971

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Meta Data with TFX: TFX Metadata,140 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103972

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines",130 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103973

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Containerized Training Applications",2 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103973

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Containerizing PyTorch, Scikit, and XGBoost Applications",1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103974

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: KubeFlow & AI Platform Pipelines",2 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103975

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Continuous Training",2 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103976

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Lab Intro : Continuous Training with multiple SDKs",1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/video/103977

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with multiple SDKs, KubeFlow & AI Platform Pipelines: Continuous Training with TensorFlow, PyTorch, XGBoost, and Scikit Learn Models with Kubeflow and AI Platform Pipelines",120 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103978

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Continuous Training with Cloud Composer,140 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103979

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Continuous Training with Cloud Composer: What is Cloud Composer?,5 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103979

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Core Concepts of Apache Airflow,9 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103980

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Continuous Training Pipelines using Cloud Composer (data),6 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103981

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Continuous Training Pipelines using Cloud Composer (model),4 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103982

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Continuous Training with Cloud Composer: Apache Airflow, Containers, and TFX",1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103983

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Lab Intro: Continuous Training Pipelines with Cloud Composer,1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/video/103984

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Continuous Training with Cloud Composer: Continuous Training Pipelines with Cloud Composer,120 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer",https://www.cloudskillsboost.google/course_sessions/5120187/labs/103985

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow,35 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103986

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: Introduction,1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103986

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: Overview of ML development challenges,4 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103987

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: How MLflow tackles these challenges,2 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103988

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow:MLflow tracking,6 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103989

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: MLflow projects,4 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103990

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: MLflow models,7 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103991

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: MLflow model registry,3 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103992

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: Demo: Deploying MLflow locally.,1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103993

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,ML Pipelines with MLflow: Demo: MLflow using Databricks Community Edition,4 minutes,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103994

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Course Summary,1 minute,Medium to Hard,"Machine learning/Cloud, ML Pipeline, TensorFlow, Pipeline, tfx, meta data, SDK, Kubeflow, Cloud Composer, ML FLow, Model Registry, Tracking",https://www.cloudskillsboost.google/course_sessions/5120187/video/103995

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud",7.5 hours,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_templates/631

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Vertex AI: Qwik Start",90 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403552

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataprep: Qwik Start",60 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403553

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Templates",30 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403554

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataflow: Qwik Start - Python",30 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403555

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Console",30 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403556

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Dataproc: Qwik Start - Command Line",30 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403557

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Cloud Natural Language API: Qwik Start",40 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403558

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Google Cloud Speech API: Qwik Start",15 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403559

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Video Intelligence: Qwik Start",30 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403560

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Challenge Lab",80 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/labs/403561

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,"Perform Foundational Data, ML, and AI Tasks in Google Cloud: Tell us how we did!",2 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Lab, AI, task,Qwik Start, Command Line, Challenge",https://www.cloudskillsboost.google/course_sessions/5120626/documents/403562

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI,8 hours,Medium to Hard,"Machine Learning/Deployment/Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/quests/183

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Vertex AI: Qwik Start,90 miniutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407993

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Identify Damaged Car Parts with Vertex AutoML Vision,90 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407994

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Deploy a BigQuery ML Customer Churn Classifier to Vertex AI for Online Predictions,90 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407995

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Vertex Pipelines: Qwik Start,90 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",https://www.cloudskillsboost.google/course_sessions/5120932/labs/407996

Machine Learning Engineer Learning Path,Google Cloud Skill Boost,Intermediate to Advanced,Free during mentorship period,Build and Deploy Machine Learning Solutions on Vertex AI: Build and Deploy Machine Learning Solutions with Vertex AI: Challenge Lab,120 minutes,Medium to Hard,"Machine Learning/Deployment/Cloud, Vertex AI, Lab, AutoML, Challenge, Pipeline, Deployment",Link Not Available