Discussion on: 3 Machine Learning Books that Helped me Level Up as a Data Scientist

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Luciano Strika Author

Thanks for asking!
It's true, Data Science from Scratch is a lot broader, and doesn't specialize in Machine Learning concepts -like the ones you bring up- only.

Most of the things you mentioned are usually associated with Deep Learning, and you'd get a very in-depth explanation of all of them, plus an intuition of when to use them, from Goodfellow's Deep Learning book.