You're reading from Getting Started with Amazon SageMaker Studio Learn to build end-to-end machine learning projects in the SageMaker machine learning IDE

Product type Paperback

Published in Mar 2022

Publisher Packt

ISBN-13 9781801070157

Length 326 pages

Edition 1st Edition

Languages

Python

Concepts

Machine Learning

Author (1):

Michael Hsieh

View More author details

Table of Contents (16) Chapters

Preface

1. Part 1 – Introduction to Machine Learning on Amazon SageMaker Studio

2. Chapter 1: Machine Learning and Its Life Cycle in the Cloud FREE CHAPTER

3. Chapter 2: Introducing Amazon SageMaker Studio

4. Part 2 – End-to-End Machine Learning Life Cycle with SageMaker Studio

5. Chapter 3: Data Preparation with SageMaker Data Wrangler

6. Chapter 4: Building a Feature Repository with SageMaker Feature Store

7. Chapter 5: Building and Training ML Models with SageMaker Studio IDE

8. Chapter 6: Detecting ML Bias and Explaining Models with SageMaker Clarify

9. Chapter 7: Hosting ML Models in the Cloud: Best Practices

10. Chapter 8: Jumpstarting ML with SageMaker JumpStart and Autopilot

11. Part 3 – The Production and Operation of Machine Learning with SageMaker Studio

12. Chapter 9: Training ML Models at Scale in SageMaker Studio

13. Chapter 10: Monitoring ML Models in Production with SageMaker Model Monitor

14. Chapter 11: Operationalize ML Projects with SageMaker Projects, Pipelines, and Model Registry

15. Other Books You May Enjoy

Accessing features from SageMaker Feature Store

Features in a feature store can be accessed programmatically when you are building a training dataset for ML modeling, and when your application is making inferences against a model and is in need of features that are associated with a data point. We will walk through these scenarios to show you how to access features from SageMaker Feature Store.

Accessing a feature group in the Studio UI

In the Studio UI, you can quickly browse through the feature groups in the account on the feature store page. In Figure 4.1, you can see a list of feature groups. You can double-click on the line to access further details, such as Feature group summary, Description, Feature definitions, and Feature group tags, as shown in Figure 4.7:

Figure 4.7 – Detailed information of a feature group in the Studio UI

Once you and your team start to use SageMaker Feature Store in more projects, you will have many feature groups...