Section 2: Building and Training Models

In this section, you will understand how to build and train machine learning models with Amazon SageMaker. This part covers AutoML, built-in algorithms, built-in frameworks, and helps you design your own code. Using notebooks based on the SageMaker SDK,it will explain how to read training data, how to set up training jobs, how to define training parameters, and how to train on fully managed infrastructure.

This section comprises the following chapters:

• Chapter 3, AutoML with Amazon SageMaker AutoPilot
• Chapter 4, Training Machine Learning Models
• Chapter 5, Training Computer Vision Models
• Chapter 6, Training Natural Language Processing Models
• Chapter 7, Extending Machine Learning Services Using Built-In Frameworks
• Chapter 8, Using Your Algorithms and Code