Introduction to Machine Learning with Python
by
Andreas C. Mueller, Sarah Guido
Description: Introduction to Machine Learning with Python covers practical techniques for creating machine learning models using Python, aimed at users with varying levels of experience. It provides foundational knowledge and hands-on examples for building machine learning applications
ISBN: 0636920030515
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http://shop.oreilly.com/product/0636920030515.do
Just came out a few weeks ago so it's relatively unknown, I've read the first few chapters and so far it's good! The first author Andreas Mueller is one of the scikit core devs.
The Jupyter notebooks including the book's code are on GitHub: https://github.com/amueller/introduction_to_ml_with_python