Index

Chapters in this book

1. Frontmatter i
2. Contents vii
3. Preface xxvii
4. Chapter 1 Introduction to NumPy 1
5. Chapter 2 Introduction to Pandas 37
6. Chapter 3 NLP Concepts (I) 109
7. Chapter 4 NLP Concepts (II) 165
8. Chapter 5 Algorithms and Toolkits (I) 211
9. Chapter 6 Algorithms and Toolkits (II) 249
10. Chapter 7 Introduction to Machine Learning 283
11. Chapter 8 Classifiers in Machine Learning 329
12. Chapter 9 NLP Applications 375
13. Chapter 10 NLP and TF2/Keras 415
14. Chapter 11 Transformer, BERT, and GPT 459
15. Appendix A Data and Statistics 499
16. Appendix B Introduction to Python 567
17. Appendix C Introduction to Regular Expressions 599
18. Appendix D Introduction to Keras 625
19. Appendix E Introduction to TensorFlow 2 651
20. Appendix F Data Visualization 699
21. Index 743