Contents

Chapters in this book

1. Frontmatter I
2. Contents V
3. Chapter 1 Introduction to Machine Learning 1
4. Chapter 2 Basics of Python Programming 30
5. Chapter 3 Data Preprocessing in Python 90
6. Chapter 4 Foundations of Machine Learning 152
7. Chapter 5 Classic Machine Learning Algorithms 188
8. Chapter 6 Advanced Machine Learning Techniques 316
9. Chapter 7 Neural Networks and Deep Learning 360
10. Chapter 8 Specialized Applications and Case Studies 424
11. References 471
12. Index 475