With Python - Machine Learning Mastery

: Machine Learning Algorithms From Scratch is perfect if you want to understand how the math works by coding it yourself. Community Feedback

: A Gentle Introduction to Scikit-Learn offers a clear overview of the industry-standard library for production ML. Machine Learning Mastery with Python

: Prepare Data for Machine Learning in Python with Pandas focuses on the critical "data munging" phase before modeling begins. : Machine Learning Algorithms From Scratch is perfect

: Loading, summarizing, and visualizing datasets. and visualizing datasets.