Deep Learning – Foundations and Concepts (Chris Bishop) (bishopbook.com)

Screenshot of bishopbook.com: Deep Learning – Foundations and Concepts (Chris Bishop)

First screen, captured 2 years ago.

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Screenshot of fleuret.org: Deep Learning Course

Deep Learning Course (fleuret.org)

376 points by Tomte 2 years ago | 43 comments

François Fleuret's University of Geneva deep learning course page offering slides, recordings, and a virtual machine, with examples in PyTorch.

deep-learning pytorch university-of-geneva francois-fleuret

Screenshot of udlbook.github.io: Understanding Deep Learning

Understanding Deep Learning (udlbook.github.io)

347 points by georgehill 2 years ago | 79 comments

Homepage for Simon J.D. Prince's book Understanding Deep Learning (MIT Press, 2023), offering a free draft PDF of chapters 1-21 under a CC license.

deep-learning textbook mit-press free-book

Screenshot of arxiv.org: Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory

Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory (arxiv.org)

412 points by Anon84 2 years ago | 132 comments

arXiv listing for a book by Jentzen, Kuckuck, and von Wurstemberger giving a mathematically rigorous introduction to deep learning methods, implementations, and theory.

deep-learning neural-networks optimization mathematics

Screenshot of dlsyscourse.org: Deep Learning Systems

Deep Learning Systems (dlsyscourse.org)

216 points by __rito__ 3 years ago | 17 comments

Screenshot of explained.ai: The matrix calculus you need for deep learning (2018)

The matrix calculus you need for deep learning (2018)(explained.ai)

205 points by cpp_frog 3 years ago | 35 comments

Screenshot of interdb.jp: The Engineer’s Guide to Deep Learning: Understanding the Transformer Model

The Engineer’s Guide to Deep Learning: Understanding the Transformer Model (interdb.jp)

227 points by shxx 2 years ago | 27 comments

Looks similar

Deep Learning Course(fleuret.org)

Understanding Deep Learning(udlbook.github.io)

Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory(arxiv.org)

Deep Learning Systems(dlsyscourse.org)