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Index
Cover
Real-World Machine Learning
Copyright
Brief Table of Contents
Table of Contents
Foreword
Preface
Acknowledgments
About this Book
About the Authors
About the Cover Illustration
Part 1. The machine-learning workflow
Chapter 1. What is machine learning?
Chapter 2. Real-world data
Chapter 3. Modeling and prediction
Chapter 4. Model evaluation and optimization
Chapter 5. Basic feature engineering
Part 2. Practical application
Chapter 6. Example: NYC taxi data
Chapter 7. Advanced feature engineering
Chapter 8. Advanced NLP example: movie review sentiment
Chapter 9. Scaling machine-learning workflows
Chapter 10. Example: digital display advertising
Appendix. Popular machine-learning algorithms
Index
List of Figures
List of Tables
List of Listings
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