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condortutorial

A tutorial for new PhD students and Interns at MPI. No efficiency trick, just the minimal setup to run a sweep!

decsps

Official code for "Dynamics of SGD with Stochastic Polyak Stepsizes: Truly Adaptive Variants and Convergence to Exact Solution""

machine-learning-collection

A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

mcmc

Collection of Monte Carlo (MC) and Markov Chain Monte Carlo (MCMC) algorithms applied on simple examples.

nanogpt

The simplest, fastest repository for training/finetuning medium-sized GPTs.

ncpl

noise-implicit-bias

noise_injection_overparam

Code for "Explicit Regularization in Overparametrized Models via Noise Injection"

pymanopt

Python toolbox for optimization on Riemannian manifolds with support for automatic differentiation

pytorch-gan

PyTorch implementations of Generative Adversarial Networks.

pytorch-radial-basis-function-layer

An implementation of an RBF layer/module using PyTorch.

pytorch-vgg-cifar10

This is the PyTorch implementation of VGG network trained on CIFAR10 dataset

ragdsdr

riemann-continuous

Code to replicate experiments in https://arxiv.org/abs/1910.10782

scalingadam

sde_models

shadowing

Code for NeurIPS2019 paper "Shadowing Properties of Optimization Algorithms".

verysimpletransformer