How Google Does Machine Learning#

[Course]

Introduction to Course and Series#

[Video] - Course series preview - Mar 3, 2022

[Video] - Course introduction - Mar 3, 2022

What It Means to be AI-First#

[Video] - Introduction - Mar 3, 2022

[Video] - What is ML? - Mar 3, 2022

[Video] - What kinds of problems can it solve? - Mar 3, 2022

[Video] - Lab intro: Framing a machine learning problem - Oct 6, 2022

[Doc] - Activity: Framing a machine learning problem

[Video] - Lab solutions: Framing a machine learning problem - Oct 6, 2022

[Video] - Infuse your apps with ML - Mar 3, 2022

[Video] - Build a data strategy around ML - Mar 3, 2022

How Google Does ML#

[Video] - Introduction - Mar 3, 2022

[Video] - ML surprise - Mar 3, 2022

[Video] - The secret sauce - Mar 3, 2022

[Video] - ML and business processes - Mar 3, 2022

[Video] - The path to ML - Mar 3, 2022

[Video] - A closer look at the path - Mar 3, 2022

[Video] - End of phases deep dive - Mar 3, 2022

Machine Learning Development with Vertex AI#

[Video] - Introduction - Mar 3, 2022

[Video] - Moving from experimentation to production - Mar 3, 2022

[Video] - Components of Vertex AI - Mar 3, 2022

[Video] - Getting Started with Google Cloud and Qwiklabs - Jan 29, 2021

[Video] - Lab intro: Using an image dataset to train an AutoML model - Mar 3, 2022

[Video] - Lab demo: Using an image dataset to train an AutoML model - Mar 3, 2022

[Lab] - Using an Image Dataset to Train an AutoML Model

[Video] - Lab intro: Training an AutoML video classification model - Mar 3, 2022

[Video] - Lab demo: Training an AutoML video classification model - Mar 3, 2022

[Lab] - Training an AutoML Video Classification Model

[Video] - Tools to interact with Vertex AI - Mar 3, 2022

Machine Learning Development with Vertex Notebooks#

[Video] - Introduction - Mar 3, 2022

[Video] - Machine learning development with Vertex Notebooks - Mar 3, 2022

[Video] - (Optional) Lab intro: AutoML tabular training and prediction (SDK) - Mar 3, 2022

[Video] - (Optional) Lab demo: AutoML tabular training and prediction (SDK) - Mar 3, 2022

[Lab] - Vertex AI Model Builder SDK: Training and Making Predictions on an AutoML Model

  • automl-tabular-classification - lab, sol

Best Practices for Implementing Machine Learning on Vertex AI#

[Video] - Introduction - Mar 3, 2022

[Video] - Best practices for machine learning development - Mar 3, 2022

[Video] - Data preprocessing best practices - Mar 3, 2022

[Video] - Best practices for machine learning environment setup - Mar 3, 2022

Responsible AI Development#

[Video] - Introduction - Mar 3, 2022

[Video] - Overview - Mar 3, 2022

[Video] - Human biases lead to biases in ML models - Oct 26, 2020

[Video] - Biases in data - Mar 3, 2022

[Video] - Evaluating metrics with inclusion for your ML system - Mar 3, 2022

[Video] - Equality of opportunity - Mar 3, 2022

[Video] - How to find errors in your dataset using Facets - Mar 3, 2022

Summary#

[Doc] - Summary

[Doc] - Resource: All quiz questions

[Doc] - Resource: All readings

[Doc] - Resource: All slides