Links with companion websites for seminal books about Machine Learning

Explanatory Model Analysis
An open book with the subtitle "Explore, Explain and Examine Predictive Models" based on the DALEX...

fastai book  draft
Set of notebooks that cover an introduction to deep learning, fastai, and PyTorch. fastai is a...

Machine Learning Refined  Foundations, Algorithms and Applications
The companion website for the excellent book "Machine Learning Refined" 2nd edition by Jeremy Watt, Reza...

Deep Learning Illustrated
The companion website for the highly educational and wellwritten book by Jon Krohn et al on...

Introduction to Algorithmic Marketing  AI for Marketing Operations
This book by Ilya Katsov from Grid Dynamics isn’t just about machine learning and economic modeling....

Probabilistic Programming and Bayesian Methods for Hackers
Bayesian Methods for Hackers is designed as an introduction to Bayesian inference from a computational/understandingfirst, and...

Introduction to Probability, Statistics and Random Processes  free textbook
An excellent introductory book on probability, statistics and random processes written by Hossein PishroNik, intended for...

Persistence Theory: From Quiver Representations to Data Analysis
A book by Steve Y. Qudot that elaborates on the theoretical foundations of topological data analysis....

Advances in Financial Machine Learning  Chapter 1
Chapter 1 of the awesome book on "Advances in Financial Machine Learning" by Marcos Lopez de...

Artificial Intelligence: A Modern Approach
The companion website for the leading modern textbook on artificial intelligence by Stuart Russell and Peter...

Neural Networks and Deep Learning
Excellent online book about neural networks and deep learning by Michael Nielsen. Last updated December 2019.

Machine Learning Engineering
Draft chapters of the workinprogress book by Andrij Burkov on Machine Learning Engineering

Reinforcement Learning: An Introduction
Companion website for the book by Sutton and Barto about Reinforcement Learning (2nd Edition)

Introduction to Statistical Learning
Companion website for the book by Gareth, Witten, Hastie and Tibshiranion about Statistical Learning

The HundredPage Machine Learning Book
The companion website for the great introductory book by Andriy Burkov on Machine Learning

Elements of Causal Inference  Foundations & Learning Algorithms
Companion website for the seminal book by Peters, Janzing, and Schölkopf about Causal Inference in the...

Deep Learning
Companion website for the seminal book by Goodfellow, Bengio and Courville about Deep Learning.

AutoML: Methods, Systems, Challenges
Companion website for the book by Hutter, Kotthoff and VanSchoren about AutoML

Mathematics for Machine Learning
Companion website for the awesome book by Deisenroth, Faisal and Ong about the Mathematics for Machine...

Speech and Language Processing
Draft chapters of the upcoming 3rd edition of Jurafsky's Speech and Language Processing book