TOBoML

The Orange Book of Machine Learning - Green edition

by Carl McBride Ellis

The ‘Green Edition’ is the latest fully maintained version of TOBoML

• 217 pages, 12pt font size
• A4 page size (210 x 297 mm / 8.3 x 11.7 in) suitable for printing. The pages are `long’ (i.e. narrow top and bottom margins) so as to facilitate uninterrupted scrolling when read on a tablet
• 150 original figures
• Links to 30 Jupyter Notebooks
• Over 900 hyperlinks to resources such as packages and academic publications
• No generative AI whatsoever has been used in the writing of this book

  Contents

  1. Introduction 
  2. Statistics
  3. Exploratory data analysis (EDA)
  4. Data cleaning
  5. Cross-validation
  6. Interpolation and smoothing
  7. Regression
  8. Classification
  9. GLM and GAM
  10. Ensemble estimators
  11. Hyperparameter optimization (HPO)
  12. Feature engineering and selection
  13. Tabular foundation models (TFM)

To purchase a copy of the Green Edition please visit Leanpub

To leave a review, a comment, or a suggestion please do not hesitate to make use of the book Discussions section

Free version:

pdf of the free version (120 pages)

If you wish to hyperlink to the free version of the book here is the URL:

https://carl-mcbride-ellis.github.io/TOBoML/TOBoML.pdf