From How Machine Learning Works by Mostafa Samir Abd El-Fattah

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Many libraries and services treat machine learning like a black box—you just plug in your data and trust that the answer is correct. To really understand machine learning you need to know what’s going on inside the system. How Machine Learning Works is an introduction to core ML techniques and algorithms with a focus on understanding the underlying theory and mathematics. With this invaluable guide, you’ll acquire the competitive edge that comes from knowing what to do and why it works.