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Statistical Mechanics of Deep Learning
Informing geometric deep learning with electronic interactions to accelerate quantum chemistry | PNAS
The Statistical Physics of Data Assimilation and Machine Learning
Statistical mechanics of deep learning - Surya Ganguli - YouTube
Quantifying Mutational Response to Track the Evolution of SARS-CoV-2 Spike Variants: Introducing a Statistical-Mechanics-Guided Machine Learning Method | The Journal of Physical Chemistry B
Boltzmann machine - Wikipedia
Statistical mechanics of deep learning beyond the infinite-width limit - YouTube
Statistical mechanics learning | Pattern recognition and machine learning | Cambridge University Press
Yann LeCun on Twitter: "RT @marc_mezard: The fourth special issue of JSTAT on the Statistical Physics aspects of Machine Learning/Artificial Intelligence has been…" / Twitter
Phys. Rev. X 11, 031059 (2021) - Statistical Mechanics of Deep Linear Neural Networks: The Backpropagating Kernel Renormalization
Book – Alianna J. Maren
The Principles of Deep Learning Theory: An Effective Theory Approach to Understanding Neural Networks: Roberts, Daniel A., Yaida, Sho, Hanin, Boris: 9781316519332: Amazon.com: Books
Naftali Tishby: 'Information theory and statistical physics of Deep Learning' - Media Hopper Create
Solving physics many-body problems with deep learning
Statistical Mechanics: Algorithms and Computations | Coursera
Spyridon Bakas · The Federated Tumor Segmentation (FeTS) Initiative: Towards a Paradigm-shift in Multi-institutional Collaborations · SlidesLive
Book – Alianna J. Maren
Journal of Statistical Mechanics: Theory and Experiment - IOPscience
Introduction to Diffusion Models for Machine Learning
Blog – My CMS
Evolution and Concepts Of Neural Networks | Deep Learning
Statistical Mechanics of Deep Learning | Annual Review of Condensed Matter Physics
How to Determine if Your Machine Learning Model is Overtrained - KDnuggets | Machine learning models, Machine learning, Matrix theory
Towards a new Theory of Learning: Statistical Mechanics of Deep Neural Networks – calculated | content
Water | Free Full-Text | Deep Learning Method Based on Physics Informed Neural Network with Resnet Block for Solving Fluid Flow Problems