You're reading from Automated Machine Learning Hyperparameter optimization, neural architecture search, and algorithm selection with cloud platforms

Product type Paperback

Published in Feb 2021

Publisher Packt

ISBN-13 9781800567689

Length 312 pages

Edition 1st Edition

Languages

Python

Tools

Azure Functions

Concepts

Machine Learning

Author (1):

Adnan Masood

View More author details

Table of Contents (15) Chapters

Preface

1. Section 1: Introduction to Automated Machine Learning

2. Chapter 1: A Lap around Automated Machine Learning FREE CHAPTER

3. Chapter 2: Automated Machine Learning, Algorithms, and Techniques

4. Chapter 3: Automated Machine Learning with Open Source Tools and Libraries

5. Section 2: AutoML with Cloud Platforms

6. Chapter 4: Getting Started with Azure Machine Learning

7. Chapter 5: Automated Machine Learning with Microsoft Azure

8. Chapter 6: Machine Learning with AWS

9. Chapter 7: Doing Automated Machine Learning with Amazon SageMaker Autopilot

10. Chapter 8: Machine Learning with Google Cloud Platform

11. Chapter 9: Automated Machine Learning with GCP

12. Section 3: Applied Automated Machine Learning

13. Chapter 10: AutoML in the Enterprise

14. Other Books You May Enjoy

Automated ML with Google Cloud

Automated ML is one of the key building blocks of Google Cloud AI Platform. The suite of automated ML products includes AutoML Natural Language, AutoML Tables, AutoML Translation, AutoML Video, and AutoML Vision, as shown in the following diagram:

Figure 8.16 – AutoML products offered as part of Google Cloud AI Platform

The underlying components of Google Cloud's automated ML offerings involve neural architecture search and hyperparameter optimization approaches. However, by abstracting out all the intricacies, it is made easy for consumers to use.

Google Cloud AutoML Vision is a computer vision-based capability that helps train ML models on custom labels. You can also perform the same on Edge devices using the AutoML Vision Edge service.

The AutoML Video Intelligence range of products provides classification and object tracking capabilities. Currently in PreGA (beta), you can use these services to train your...