Probabilistic Machine Learning: Advanced Topics (probml.github.io)

Screenshot of probml.github.io: Probabilistic Machine Learning: Advanced Topics

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Screenshot of arxiv.org: Probabilistic Artificial Intelligence

Probabilistic Artificial Intelligence (arxiv.org)

335 points by pavanto 1 year ago | 83 comments

arXiv listing for "Probabilistic Artificial Intelligence" by Andreas Krause and Jonas Hübotter, a manuscript on probabilistic ML, uncertainty, and decision-making.

probabilistic-machine-learning uncertainty-quantification reinforcement-learning bayesian-inference

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 chiark.greenend.org.uk: Philosophy of Coroutines

Philosophy of Coroutines (chiark.greenend.org.uk)

152 points by Tomte 3 years ago | 49 comments

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