AI and Machine Learning

Below is a collection of resources on AI and Machine Learning.

Making Friends with Machine Learning with Cassie Kozyrkov

Excellent high-level introduction to ML. Focuses on identifying the business value of ML for various project categories.

Why Machines Learn: The Elegant Math Behind Modern AI by Anil Ananthaswamy

A gentle introduction to the math of ML. Helps to build intuition and demystify ML.

An Introduction to Statistical Learning

An excellent explanation of the concepts of traditional machine learning models. The e-book is free.

Neural Networks: Zero to Hero by Andrej Karpathy

Amazing introduction to Neural Networks using Pytorch.

Machine Learning with PyTorch and Scikit-Learn

A very thorough and hands-on book on building ML models using both Traditional as well as NN methods. Provides many notebooks for building and debugging ML models.

Neural Networks by 3Blue1Brown

Fantastic visuals for learning the concepts of Neural Networks