Automated Machine Learning on AWS

Preface

AWS provides a wide range of solutions to help automate a machine learning (ML) workflow with just a few lines of code. With this practical book, you'll learn how to automate an ML pipeline using the various AWS services.

Automated Machine Learning on AWS begins with a quick overview of what the ML pipeline/process looks like and highlights the typical challenges you may face when building a pipeline. By reading the book, you'll become well versed in various AWS solutions, such as Amazon SageMaker Autopilot, AutoGluon, AWS Step Functions, and more, and will learn how to automate an end-to-end ML process with the help of hands-on examples. The book will show you how to build, monitor, and execute a CI/CD pipeline for the ML process and ...