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Machine Learning books recommendations? (lemmy.ml)

submitted 1 year ago by alphapro784@lemmy.ml to c/machinelearning@lemmy.ml

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I'm trying to learning machine learning from a more mathematical/theory side of machine learning just so its easier for me to understand AI/ML papers that are coming out just to keep up with them. I would say that I have a basic understanding of AI/ML but more so on the applied side like in Keras, TF, PyTorch somewhat but I feel like I am lacking on my understanding on the mathematical side of AI/ML. So any books and course recs for that?

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[–] gmatkins@sh.itjust.works 6 points 1 year ago (1 children)

Mathematics for Machine Learning by Marc Deisenroth and Deep Learning by Ian Goodfellow. Two great books for theory but practice always helps too.

[–] joba2ca@feddit.de 4 points 1 year ago (1 children)

I also recommend Deep Learning by Goodfellow. Long chapter about the mathematical foundations. I found it very insightful as side lecture during my studies. Also, the online version is free.

[–] __forward__@lemm.ee 3 points 1 year ago

Yes! This is an amazing book! It has all the neural models in great detail, considering the detail it goes into it's also very readable.