My favorite is "Learning from Data". Builds from first principles and simple algorithms, so I really understand what makes machine learning work, and how to de

My favorite is "Learning from Data". Builds from first principles and simple algorithms, so I really understand what makes machine learning work, and how to debug as well as build my own techniques vs use off the shelf black boxes.