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adabound

An optimizer that trains as fast as Adam and as good as SGD.

adams

Exploiting Uncertainty of Loss Landscape for Stochastic Optimization

apex

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

arima-lstm-hybrid-corrcoef-predict

Applied an ARIMA-LSTM hybrid model to predict future price correlation coefficients of two assets

braxars

Augmented Random Search on Brax Parallel Simulation Engine (PyTorch)

butterflytransform

cem-rl

Combining Evolutionary Algorithms and deep RL in various ways

cma-es

Demo of Covariance Matrix Adaptation, Evolutionary Strategy

combinatorial-bandit

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

deep-trading-agent

Deep Reinforcement Learning based Trading Agent for Bitcoin

elm-pytorch

Pytorch implementation of Extreme Learning Machine

ffjord-lite

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

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

genmeta-vs-nevergrad

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

gradinit

Learning to Initialize Neural Networks for Stable and Efficient Training

market-self-play

meta-map-elites

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

mindiffusion

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

multi-rl-crowd-sim

Multi-Agent Reinforcement Learning of Crowd Simulation in GPU (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-adamaio

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

pytorch-ars

PyTorch Implementations of Augmented Random Search

pytorch-dilated-rnn

Dilated RNNs in pytorch

pytorch-gan

PyTorch implementations of Generative Adversarial Networks.

pytorch-genet

A Pytorch implementation of https://arxiv.org/abs/1810.12348.

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