leiwu0 / course.math_theory_nnLinks
Summer course on mathematical theory of deep learning
☆53Updated 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…☆189Updated 7 months ago
- ☆232Updated 2 years ago
- This is a list of peer-reviewed representative papers on deep learning dynamics (optimization dynamics of neural networks). The success o…☆281Updated last year
- Seminar on Selected Tools☆23Updated 7 years ago
- Paper List For Linking ODE and Deep Learning☆246Updated 5 years ago
- Matlab Notebook for visualizing random matrix theory results and their applications to machine learning☆124Updated 2 years ago
- Neural Tangent Kernel Papers☆115Updated 6 months ago
- some important properties on random matrix theory and its applications in multiple areas☆109Updated 7 years ago
- summer school materials☆44Updated 2 years ago
- Numerical Experiments☆15Updated 7 years ago
- Welcome to the 'In Context Learning Theory' Reading Group☆29Updated 8 months ago
- Applied Multivariate Statistical Analysis | PKU 2019 Fall☆89Updated 3 years ago
- Statistical Modeling and Methods | PKU 2020 Spring☆55Updated 3 years ago
- code for the paper "Stein Variational Gradient Descent (SVGD): A General Purpose Bayesian Inference Algorithm"☆100Updated 6 years ago
- ☆18Updated 7 years ago
- ☆72Updated 5 years ago
- Example code for paper "Bilevel Optimization: Nonasymptotic Analysis and Faster Algorithms"☆49Updated 3 years ago
- NTK reading group☆87Updated 5 years ago
- Data-efficient Training of Machine Learning Models☆63Updated 4 years ago
- Machine Learning Course Materials, Tsinghua IIIS☆18Updated 6 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…☆229Updated 4 years ago
- The codebase for the paper "A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks"☆25Updated 5 years ago
- Analyze the dynamic stability of SGD☆12Updated 6 years ago
- ☆67Updated 6 years ago
- Code for the paper: "Tensor Programs II: Neural Tangent Kernel for Any Architecture"☆105Updated 4 years ago
- ☆70Updated 7 months ago
- Convolutional Neural Tangent Kernel☆113Updated 5 years ago
- All you need for MATH5431 Advanced Statistics I, 2020 Fall, HKUST, Lecturer JING Bingyi☆32Updated 4 years ago
- Visualization of mean field and neural tangent kernel regime☆20Updated last year
- Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms☆281Updated 2 years ago