Python Machine Learning By Example: Build intelligent systems using Python, TensorFlow 2, PyTorch, and scikit-learn, 3rd Edition

Has all the things you need to know.

I like the book but the typesetting of the book is very poor. I would prefer this book in color typeset

The concepts are explained clearly and step by step. Machine learning is not an easy topic, I find that this book is really helpful

If you are new to machine learning or Python, there are probably better resources. This book provides a helpful intro to key concepts, but does not cover mathematical topics in great detail. Also, many of the programs in the book do not work. You will also spend a LOT of time on errors versus learning machine learning - the data and code are old, so must be updated. Too much troubleshooting and editing than productively learning machine learning, in my humble opinion.

This book skirts around the subject using general descriptions only.