Machine Learning System Design

1. Machine Learning System Design 2. copyright 3. contents 4. preface 5. acknowledgments 6. about this book 7. about the authors 8. about the cover illustration 9. Part 1 Preparations 10. 1 Essentials of machine learning system design 11. 2 Is there a problem? 12. 3 Preliminary research 13. 4 Design document 14. Part 2 Early stage 15. 5 Loss functions and metrics 16. 6 Gathering datasets 17. 7 Validation schemas 18. 8 Baseline solution 19. Part 3 Intermediate steps 20. 9 Error analysis 21. 10 Training pipelines 22. 11 Features and feature engineering 23. 12 Measuring and reporting results 24. Part 4 Integration and growth 25. 13 Integration 26. 14 Monitoring and reliability 27. 15 Serving and inference optimization 28. 16 Ownership and maintenance 29. index