Email the Author
You can use this page to email Carl McBride Ellis about The Orange Book of Machine Learning - Green edition.
About the Book
This 'Green' edition is actively maintained and will be subject to updates. Purchasers have permanent access to the very latest version and (should) be notified by email when an updated version for download is available.
The book covers the following topics in the context of supervised learning for tabular data:
1. Introduction
2. Statistics
3. Exploratory data analysis (EDA)
4. Data cleaning
5. Cross-validation
6. Interpolation and smoothing
7. Regression
8. Classification
9. Ensemble estimators
10. Hyperparameter optimization (HPO)
11. Feature engineering and selection
12. Why no neural networks/deep learning?
About the Author
Carl is a freelance data scientist based in Madrid, Spain.