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

Getting started with the Google Cloud Platform services

Like other hyperscalers and cloud computing platforms, the Google Cloud computing services also provide a large variety of general-purpose compute, analytics, storage, and security services. Besides the well-known App Engine, Cloud Run, Compute Engine, Cloud Functions, Storage, Security, Networking, and IoT offerings, there are more than 100 products listed on the Google Cloud Platform (GCP) products page. You can visit the GCP console by typing in console.cloud.google.com, as seen in the following figure:

Figure 8.1 – GCP console

The key products and offerings are divided into categories such as compute, storage, database, networking, operations, big data, AI, and general development tools. The GCP Services Summary (https://cloud.google.com/terms/services) offers the most up-to-date list of all the services and offerings from GCP. The scope and breadth of each of these services is enormous and...