kayuksel

forex-rl-challenge

A Deep Reinforcement Learning Challenge on Forex Portfolio Management

generative-opt

Democratizing Index Tracking for Small Investors in Europe: A Meta-Learning Method for Sparse Portfolio Optimization

multi-rl-crowd-sim

Multi-Agent Reinforcement Learning of Crowd Simulation in GPU (PyTorch)

combinatorial-bandit

A method to search for a subset of best performing items wrt black-box reward function

pytorch-adamaio

All-In-One Adam Optimizer where several novelties are combined

genmeta-vs-nevergrad

Comparison of Generative Meta-Learning and Nevergrad (NGOpt4) in Schwefel-30

meta-map-elites

Comparison of Meta-Learning Map-Elites Mutations against Nevergrad NGOpt-4

torch-tsp-es

PyTorch-based TSP Solver on GPU with Fast Covariance Matrix Adaptation Evolutionary Strategy (Fast CMA-ES)

braxars

Augmented Random Search on Brax Parallel Simulation Engine (PyTorch)

adams

Exploiting Uncertainty of Loss Landscape for Stochastic Optimization

apex

A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

ButterflyTransform

CEM-RL

Combining Evolutionary Algorithms and deep RL in various ways

cma-es

Demo of Covariance Matrix Adaptation, Evolutionary Strategy

ELM-Pytorch

Pytorch implementation of Extreme Learning Machine

ffjord-lite

A minimal working example of Free-Form Jacobian of Reversible Dynamics

gradinit

Learning to Initialize Neural Networks for Stable and Efficient Training

market-self-play

minDiffusion

Self-contained, minimalistic implementation of diffusion models with Pytorch.

nanoGPT

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

over9000

Over9000 optimizer

pandas-datareader

Extract data from a wide range of Internet sources into a pandas DataFrame.

pytorch-dilated-rnn

Dilated RNNs in pytorch

PyTorch-GAN

PyTorch implementations of Generative Adversarial Networks.

quality-diversity.github.io

Website for Quality-Diversity optimisation algorithms

Ranger-Deep-Learning-Optimizer

Ranger - a synergistic optimizer using RAdam (Rectified Adam) and LookAhead in one codebase

RCGAN

SKNet

sparsemax-pytorch

Implementation of Sparsemax activation in Pytorch

torchdiffeq

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.