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NLP Course – For You(lena-voita.github.io)
29 points by mjakl | 7 comments
Understanding Deep Learning(udlbook.github.io)
347 points by georgehill | 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.
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Deep Learning Is Not So Mysterious or Different(arxiv.org)
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arXiv paper by Andrew Gordon Wilson arguing deep learning generalization phenomena like benign overfitting and double descent are explainable by soft inductive biases.
The Little Book of Deep Learning [pdf](fleuret.org)
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A PDF of François Fleuret's The Little Book of Deep Learning, a short introductory textbook on deep learning.
Deep Learning Foundations to Stable Diffusion(course.fast.ai)
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Overview page for fast.ai's Practical Deep Learning Part 2 course, a 30+ hour video course implementing Stable Diffusion from scratch.
There Will Be a Scientific Theory of Deep Learning(arxiv.org)
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An arXiv position paper arguing that a scientific theory of deep learning is emerging, surveying five strands of research such as solvable models, scaling limits, and universal behaviors.
Doing a Machine Learning PhD While Working in Japan(tokyodev.com)
126 points by pwim | 41 comments
A TokyoDev article by Marco Cognetta on completing a computer science PhD at Tokyo Institute of Technology on a MEXT scholarship while working at Google.
Understanding Deep Learning(udlbook.github.io)
347 points by georgehill | 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.