Data Science from Scratch: First Principles with Python by Joel Grus.
If you are looking for a book which guides you step by step though all the coding of most of the basic machine learning algorithms then this is the book for you. The algorithms are coded up from scratch using Python so you really get a feel for how the algorithms in libraries like Scikit learn are coded.
Click on the image below to find the book on Amazon.
Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems Paperback
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This next book is basically the best book to use once you have read and are comfortable with the techniques and principles explained and implemented in the above book.
Click on the image below to find the book on Amazon.
Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems Paperback
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