Machine Learning in the Enterprise#

[Course]

Introduction#

[Video] - Course introduction - Apr 27, 2023

Understanding the Machine Learning Enterprise Workflow#

[Video] - Introduction - Apr 27, 2023

[Video] - Overview of an ML enterprise workflow - Apr 27, 2023

Data in the Enterprise#

[Video] - Introduction - Apr 27, 2023

[Video] - Feature Store - Apr 27, 2023

[Video] - Data Catalog - Apr 27, 2023

[Video] - Dataplex - Apr 27, 2023

[Video] - Analytics Hub - Apr 27, 2023

[Video] - Data preprocessing options - Apr 27, 2023

[Video] - Dataprep - Apr 27, 2023

[Video] - Lab intro: Exploring and Creating an Ecommerce Analytics Pipeline with Dataprep - Apr 27, 2023

[Lab] - Exploring and Creating an Ecommerce Analytics Pipeline with Cloud Dataprep v1.5

The Science of Machine Learning and Custom Training#

[Video] - Introduction - Apr 27, 2023

[Video] - The art and science of machine learning - Apr 27, 2023

[Video] - Make training faster - Apr 27, 2023

[Video] - When to use custom training - Apr 27, 2023

[Video] - Training requirements and dependencies (part 1) - Apr 27, 2023

[Video] - Training requirements and dependencies (part 2) - Apr 27, 2023

[Video] - Training custom ML models using Vertex AI - Apr 27, 2023

[Video] - Lab intro: Vertex AI: Custom Training Job and Prediction Using Managed Datasets - Apr 27, 2023

[Lab] - Vertex AI: Custom Training Job and Prediction Using Managed Datasets

[Doc] - Resources: The Science of Machine Learning

Vertex Vizier Hyperparameter Tuning#

[Video] - Introduction - Apr 27, 2023

[Video] - Vertex AI Vizier hyperparameter tuning - Apr 27, 2023

[Video] - Lab intro: Vertex Vizier Hyperparameter Tuning - Apr 27, 2023

[Lab] - Vertex AI: Hyperparameter Tuning

[Lab] - Using Vertex Vizier to Optimize Multiple Objectives

  • gapic-vizier-multi-objective-optimization - lab, sol

Prediction and Model Monitoring using Vertex AI#

[Video] - Introduction - Apr 27, 2023

[Video] - Predictions using Vertex AI - Apr 27, 2023

[Lab] - Vertex SDK: Custom Training Tabular Regression Models for Online Prediction and Explainability

  • sdk_custom_tabular_regression_online_explain - lab, sol

[Video] - Model management using Vertex AI - Apr 27, 2023

[Video] - Lab intro: Vertex AI Model Monitoring - Apr 27, 2023

[Lab] - Monitoring Vertex AI Model

Vertex AI Pipelines#

[Video] - Introduction - Apr 27, 2023

[Video] - Prediction using Vertex AI pipelines - Apr 27, 2023

[Video] - Lab intro: Vertex AI Pipelines - Apr 27, 2023

[Doc] - Introduction to Vertex AI Pipelines Lab Walkthrough

[Lab] - Introduction to Vertex Pipelines

  • intro_to_vertex_pipelines - lab, sol

[Lab] - Running Pipelines on Vertex AI 2.5

Best Practices for Machine Learning Development#

[Video] - Introduction - Apr 27, 2023

[Video] - Best practices for model deployment and serving - Apr 27, 2023

[Video] - Best practices for model monitoring - Apr 27, 2023

[Video] - Vertex AI pipeline best practices - Apr 27, 2023

[Video] - Best practices for artifact organization - Apr 27, 2023

Course Summary#

[Doc] - Summary

[Doc] - Resource: All quiz questions

[Doc] - Resource: All readings

[Doc] - Resource: All slides

Series Summary#

[Video] - Series summary - Apr 27, 2023

[Doc] - Resource: Best practices summary