Reconstructing Machine Learning

A holistic yet elementary perspective on learning from data

Reconstructing Machine Learning cover image

BOOK IN PROGRESS

The book Reconstructing Machine Learning first takes machine learning apart into its atomic elements before it rebuilds it into a holistic approach, drawing inspiration from the rigor of statistical modeling.

Where To Buy

The book is not yet available as I’m still writing it.

Table Of Contents (work in progress)

  • Introdution
  • The Art of Induction
  • Elements of Representation
  • Combining Elements of Representation
  • Elements of Optimization
  • Elements of Evaluation
  • Fluidity of the Model
  • The True Function
  • The Data-Generating Process
  • Machine Learning Inference
  • …