Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2, 3rd Edition |
I knew I was going to like it the minute I started thumbing through the pages and saw some mathematics. I had been warning my students early on that eventually they’d have to break down and engage the mathematical foundations of machine learning to become a down-in-the-trenches data scientist, so this book fits that bill nicely. Many of the chapters start off with some theoretical aspects of the topic being discussed, including some math, followed by plenty of nicely written Python code. It should be noted that this book is not for beginners, and if you don’t know the Python language, you’ll have to find another learning resource before consuming this book...
I highly recommend this book for any advancing data scientist who needs a completely state-of-the-technology picture of our field. I’ve carefully been going through the book myself as a refresher course for the theory, math and code related to machine learning.
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Source: insideBIGDATA