You're reading from Hyperparameter Tuning with Python Boost your machine learning model's performance via hyperparameter tuning

Product type Paperback

Published in Jul 2022

Publisher Packt

ISBN-13 9781803235875

Length 306 pages

Edition 1st Edition

Languages

Python

Tools

Boost

Concepts

Machine Learning

Author (1):

Louis Owen

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Table of Contents (19) Chapters

Preface

1. Section 1:The Methods

2. Chapter 1: Evaluating Machine Learning Models FREE CHAPTER

3. Chapter 2: Introducing Hyperparameter Tuning

4. Chapter 3: Exploring Exhaustive Search

5. Chapter 4: Exploring Bayesian Optimization

6. Chapter 5: Exploring Heuristic Search

7. Chapter 6: Exploring Multi-Fidelity Optimization

8. Section 2:The Implementation

9. Chapter 7: Hyperparameter Tuning via Scikit

10. Chapter 8: Hyperparameter Tuning via Hyperopt

11. Chapter 9: Hyperparameter Tuning via Optuna

12. Chapter 10: Advanced Hyperparameter Tuning with DEAP and Microsoft NNI

13. Section 3:Putting Things into Practice

14. Chapter 11: Understanding the Hyperparameters of Popular Algorithms

15. Chapter 12: Introducing Hyperparameter Tuning Decision Map

16. Chapter 13: Tracking Hyperparameter Tuning Experiments

17. Chapter 14: Conclusions and Next Steps

18. Other Books You May Enjoy

Section 1:The Methods

This initial section covers concepts and theories you need to know before performing hyperparameter tuning experiments.

This section includes the following chapters:

Chapter 1, Evaluating Machine Learning Models
Chapter 2, Introducing Hyperparameter Tuning
Chapter 3, Exploring Exhaustive Search
Chapter 4, Exploring Bayesian Optimization
Chapter 5, Exploring Heuristic Search
Chapter 6, Exploring Multi-Fidelity Optimization

The rest of the chapter is locked

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Authors (1)

Louis Owen

Louis Owen is a data scientist/AI engineer from Indonesia who is always hungry for new knowledge. Throughout his career journey, he has worked in various fields of industry, including NGOs, e-commerce, conversational AI, OTA, Smart City, and FinTech. Outside of work, he loves to spend his time helping data science enthusiasts to become data scientists, either through his articles or through mentoring sessions. He also loves to spend his spare time doing his hobbies: watching movies and conducting side projects. Finally, Louis loves to meet new friends! So, please feel free to reach out to him on LinkedIn if you have any topics to be discussed.

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