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Mathematics for Machine Learning
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Deep Learning (Adaptive Computation and Machine Learning series)
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A**A
Too much jargon, not suitable for beginners.
A solid linear algebra and calculus knowledge is needed to understand this book.
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