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# From Linear Algebra to Deep Learning in 7 Books (Winter 2023 Update)

Nov. 17, 2023, 8:19 a.m. | Andreas Stöffelbauer

Towards Data Science - Medium towardsdatascience.com

#### Seven of my Favourite Machine Learning Books

In my first ever blog post for *Towards Data Science* in 2019, I wrote about five of my favorite machine learning books — books that cover every aspect from basic linear algebra to modern deep learning.

They were:

**Linear Algebra Done Right**by Sheldon Axler**Mathematical Statistics and Data Analysis**by John A. Rice**Elements of Statistical Learning**by Trevor Hastie et al.**Neural Networks and Deep …**

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