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

Google Cloud AI Platform and AI Hub

A part of the larger AI Platform offering, Google Cloud AI Hub is the one-stop shop for all things AI – it even says so on the home page. AI Hub is in beta at the time of writing. However, that shouldn't stop you from trying out its amazing one-click deployment capabilities. AI Hub and AI Platform can be confusing; the difference is in how GCP frames the problem. AI Hub focuses on enterprise-grade sharing capabilities to enable private collaboration and hosting, while AI Platform is a larger ecosystem of all things AI, including notebooks, jobs, and platforms. This is not to say that these capabilities don't overlap, and the GCP marketing team will probably come up with a cohesive strategy one day – but until then, the duality continues.

The following screenshot shows the AI Hub home page. You navigate to this page by clicking the AI Hub link on the AI Platform page at https://console.cloud.google.com/ai-platform/dashboard...