The Elements of Machine Learning Algorithms
AI taken apart and put together
Machine Learning looks complex, but at its core, every model is built from a few simple elements. This book takes machine learning apart. Instead of teaching algorithms one by one, it dissects them into their essential elements: how models represent patterns, how they optimize them, and how they’re evaluated.
It’s a fresh, structural way to understand machine learning. Ideal for readers who want to see the field from above, not just from inside.
Where To Buy
The book is not yet available as I’m still writing it.
Table Of Contents (work in progress)
- Introdution
- Points
- Rules
- Ensembles
- Weights
- Nonlinearity
- Layers
- Distributions
- …