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Andreas C. Müller & Sara Guido: Introduction to Machine Learning with Python
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Michael Taylor: Neuronal Networks Math: A Visual Introduction For Beginners
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Aurélien Géron: Hands-On Machine Learning with Scikit-Learn and TensorFlow
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Aurélien Géron: Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition
This title will be released on August 4, 2019.
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Jake VanderPlas: Python Data Science Handbook: Essential Tools for working with Data
- Leo Breiman, 2001: Statistical Modeling: The Two Cultures
- A nice repo containing VideoLectures/Slides for different aspects of ML (https://github.com/kmario23/deep-learning-drizzle)