leiwu0 / course.math_theory_nnLinks
Summer course on mathematical theory of deep learning
☆54Updated 6 years ago
Alternatives and similar repositories for course.math_theory_nn
Users that are interested in course.math_theory_nn are comparing it to the libraries listed below
Sorting:
- Welcome to the Awesome Feature Learning in Deep Learning Thoery Reading Group! This repository serves as a collaborative platform for sch…☆205Updated last year
- ☆242Updated 3 years ago
- Paper List For Linking ODE and Deep Learning☆246Updated 5 years ago
- This is a list of peer-reviewed representative papers on deep learning dynamics (optimization dynamics of neural networks). The success o…☆293Updated last year
- Matlab Notebook for visualizing random matrix theory results and their applications to machine learning☆135Updated 2 years ago
- Seminar on Selected Tools☆24Updated 7 years ago
- Neural Tangent Kernel Papers☆121Updated last year
- some important properties on random matrix theory and its applications in multiple areas☆110Updated 7 years ago
- Statistical Modeling and Methods | PKU 2020 Spring☆57Updated 3 years ago
- Solution and Useful Links☆65Updated 3 years ago
- ☆73Updated last year
- Applied Multivariate Statistical Analysis | PKU 2019 Fall☆90Updated 3 years ago
- Visualization of mean field and neural tangent kernel regime☆23Updated last year
- LaTeX style file for the Journal of Machine Learning Research☆163Updated last year
- Example code for paper "Bilevel Optimization: Nonasymptotic Analysis and Faster Algorithms"☆50Updated 4 years ago
- summer school materials☆46Updated 2 years ago
- Machine Learning Course Materials, Tsinghua IIIS☆19Updated 7 years ago
- ☆18Updated 7 years ago
- code for the paper "Stein Variational Gradient Descent (SVGD): A General Purpose Bayesian Inference Algorithm"☆101Updated 6 years ago
- Numerical Experiments☆15Updated 8 years ago
- NTK reading group☆87Updated 6 years ago
- ☆68Updated 6 years ago
- Convolutional Neural Tangent Kernel☆112Updated 6 years ago
- Code for the paper: "Tensor Programs II: Neural Tangent Kernel for Any Architecture"☆109Updated 5 years ago
- Welcome to the 'In Context Learning Theory' Reading Group☆30Updated last year
- Python implementation of Scaling Neural Tangent Kernels via Sketching and Random Features☆13Updated 3 years ago
- A list of awesome papers and cool resources on optimal transport and its applications in general! As you will notice, this list is curren…☆246Updated 4 years ago
- Analyze the dynamic stability of SGD☆13Updated 7 years ago
- Pytorch implementation of KFAC and E-KFAC (Natural Gradient).☆133Updated 6 years ago
- [ICML 2021] This is the official github repo for training L_inf dist nets with high certified accuracy.☆42Updated 3 years ago