You're reading from Machine Learning Model Serving Patterns and Best Practices A definitive guide to deploying, monitoring, and providing accessibility to ML models in production

Product type Paperback

Published in Dec 2022

Publisher Packt

ISBN-13 9781803249902

Length 336 pages

Edition 1st Edition

Languages

Python

Tools

AWS

Concepts

Machine Learning

Author (1):

Md Johirul Islam

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Table of Contents (22) Chapters

Preface

1. Part 1:Introduction to Model Serving

2. Chapter 1: Introducing Model Serving FREE CHAPTER

3. Chapter 2: Introducing Model Serving Patterns

4. Part 2:Patterns and Best Practices of Model Serving

5. Chapter 3: Stateless Model Serving

6. Chapter 4: Continuous Model Evaluation

7. Chapter 5: Keyed Prediction

8. Chapter 6: Batch Model Serving

9. Chapter 7: Online Learning Model Serving

10. Chapter 8: Two-Phase Model Serving

11. Chapter 9: Pipeline Pattern Model Serving

12. Chapter 10: Ensemble Model Serving Pattern

13. Chapter 11: Business Logic Pattern

14. Part 3:Introduction to Tools for Model Serving

15. Chapter 12: Exploring TensorFlow Serving

16. Chapter 13: Using Ray Serve

17. Chapter 14: Using BentoML

18. Part 4:Exploring Cloud Solutions

19. Chapter 15: Serving ML Models using a Fully Managed AWS Sagemaker Cloud Solution

20. Index

Why subscribe?

21. Other Books You May Enjoy

Technical requirements

In this chapter, we will go through some programming examples. To run these programming examples, you need to have a Python IDE setup. You can use Anaconda, PyCharm, or any other IDE you prefer:

Anaconda download link: https://www.anaconda.com/products/distribution
PyCharm download link: https://www.jetbrains.com/pycharm/download/

You can see the example code from this chapter and write it manually by yourself, or you can directly clone it from GitHub: https://github.com/PacktPublishing/Machine-Learning-Model-Serving-Patterns-and-Best-Practices.

This GitHub repository contains all the code organized by chapters. The code for Chapter 3 is present here: https://github.com/PacktPublishing/Machine-Learning-Model-Serving-Patterns-and-Best-Practices/tree/main/Chapter%203.

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Table of Contents (22) Chapters

Technical requirements

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Table of Contents (22) Chapters