[INACTIVE] A collection of various machine learning solver. The library is an object-oriented approach (baked with Typescript) and tries to deliver simplified interfaces that make using the algorithms pretty simple.

TiKick

Learning-based agent for Google Research Football

✭ 60

python reinforcement-learning pytorch multi-agent-reinforcement-learning google-research-football

SmartTrafficIntersection

Another AI toy project, of a traffic intersection controlled by a Reinforcement Learning AI agent to optimize traffic flow in an intersection of vehicles or pedestrians

taxi

Hierarchical Online Planning and Reinforcement Learning on Taxi

✭ 24

C++Gnuplot shell CMake reinforcement-learning planning mdp hierarchical-reinforcement-learning maxq maxq-op

POMDP

Implementing a RL algorithm based upon a partially observable Markov decision process.

✭ 31

matlab reinforcement-learning neuroscience reinforcement-learning-algorithms pomdp

pokemonshowdown-ai

Reinforcement learning for Pokemon.

✭ 22

typescript pokemon reinforcement-learning ai neural-network tensorflow pokemon-showdown pokemon-showdown-bot

RL-2018

Reinforcement Learning at UCLA IPAM RIPS 2018

✭ 15

TeX python Jupyter Notebook Batchfile machine-learning reinforcement-learning machine-learning-algorithms openai-gym q-learning

Reinforcement-Learning-Code

A repository for codes of reinforcement learning algorithms with PyTorch

✭ 23

python reinforcement-learning algorithms pytorch inverse-reinforcement-learning pytorch-rl model-free-rl

Neural-Fictitous-Self-Play

Scalable Implementation of Neural Fictitous Self-Play

✭ 52

python machine-learning games reinforcement-learning deep-learning reinforcement-learning-algorithms game-theory gym-environment

pytorchrl

Deep Reinforcement Learning algorithms implemented in PyTorch

✭ 47

python reinforcement-learning deep-reinforcement-learning pytorch imitation-learning inverse-reinforcement-learning

alpha-zero

AlphaZero implementation for Othello, Connect-Four and Tic-Tac-Toe based on "Mastering the game of Go without human knowledge" and "Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm" by DeepMind.

✭ 68

python game machine-learning reinforcement-learning deep-learning tensorflow tic-tac-toe connect-four reversi mcts othello tictactoe resnet deepmind connect4 alphago-zero alpha-zero alphazero self-play

tetrisRL

A Tetris environment to train machine learning agents

✭ 44

python game machine-learning reinforcement-learning supervised-learning

CQL

Conservative Q Learning on top of SAC

✭ 26

python javascript HTML CSS reinforcement-learning pytorch

reinforced-race

A model car learns driving along a track using reinforcement learning

✭ 37

python C#game car reinforcement-learning qlearning unity driver reinforcement-learning-algorithms

DI-drive

OpenDILab Auto-driving platform

✭ 210

python shell reinforcement-learning pytorch imitation-learning autodrive carla

2048-Gym

This projects aims to use reinforcement learning algorithms to play the game 2048.

✭ 68

python machine-learning reinforcement-learning openai-gym artificial-intelligence 2048 ddqn gym-environment

atc-reinforcement-learning

Reinforcement learning for an air traffic control task. OpenAI gym based simulation.

✭ 37

Jupyter Notebook python aviation machine-learning reinforcement-learning neural-network simulation openai-gym atc aircraft air-traffic-control air-traffic-management aircraft-model

pymarl2

Fine-tuned MARL algorithms on SMAC (100% win rates on most scenarios)

✭ 311

python shell reinforcement-learning starcraft sota smac marl

reinforcelearn

R Package for Reinforcement Learning

✭ 33

r machine-learning reinforcement-learning r-package

Generic reinforcement learning codebase in TensorFlow

✭ 88

python TeX shell machine-learning reinforcement-learning tensorflow rl

robotic-warehouse

Multi-Robot Warehouse (RWARE): A multi-agent reinforcement learning environment

✭ 62

python environment reinforcement-learning robotics simulation multi-agent multi-agent-systems multi-agent-reinforcement-learning

megaverse

High-throughput simulation platform for Artificial Intelligence reseach

✭ 148

C++CMake python games reinforcement-learning simulation artificial-intelligence 3d

projects

things I help(ed) to build

✭ 47

reinforcement-learning deep-learning bitcoin blockchain artificial-intelligence generative-adversarial-network self-driving-car evolution-strategies

ADL2019

Applied Deep Learning (2019 Spring) @ NTU

✭ 20

Jupyter Notebook python reinforcement-learning pytorch generative-adversarial-network gan policy-gradient image-generation ntu attention-mechanism bert adl actor-critic rnn-pytorch elmo deep-q-learning-network contextual-embeddings adl2019spring dialogue-modeling

Stair-Climber

Version 3 of Autonomous Stair Climbing Robot

✭ 32

Jupyter Notebook python reinforcement-learning deep-learning autonomous-vehicles

rl implementations

No description or website provided.

✭ 40

Jupyter Notebook python machine-learning reinforcement-learning deep-learning deep-reinforcement-learning lstm dqn policy-gradient deep-q-network ddpg hierarchical-reinforcement-learning actor-critic reptile deep-q-learning meta-learning a2c

Reinforcement-Learning-An-Introduction

Kotlin implementation of algorithms, examples, and exercises from the Sutton and Barto: Reinforcement Learning (2nd Edition)

✭ 28

kotlin reinforcement-learning qlearning sarsa dyna

RelevancyTuning

Dice.com tutorial on using black box optimization algorithms to do relevancy tuning on your Solr Search Engine Configuration from Simon Hughes Dice.com

✭ 28

Jupyter Notebook dice information-retrieval reinforcement-learning solr lucene optimization-algorithms solr-search blackbox-algorithm

Deep-QLearning-Demo-csharp

This demo is a C# port of ConvNetJS RLDemo (https://cs.stanford.edu/people/karpathy/convnetjs/demo/rldemo.html) by Andrej Karpathy

✭ 34

C#reinforcement-learning qlearning ai deep-learning neural-network

sharpe

sharpe is a unified, interactive, general-purpose environment for backtesting or applying machine learning(supervised learning and reinforcement learning) in the context of quantitative trading

✭ 33

python reinforcement-learning quantitative-finance backtesting-trading-strategies reinforcement-learning-environments algorithm-trading trading-gym

ML-Research-Made-Easy

Link of ML papers to their blogs/ supplementary material

✭ 25

nlp machine-learning reinforcement-learning deep-learning vision transfer-learning

l2r

Open-source reinforcement learning environment for autonomous racing.

maml-rl-tf2

Implementation of Model-Agnostic Meta-Learning (MAML) applied on Reinforcement Learning problems in TensorFlow 2.

✭ 16

python reinforcement-learning paper maml meta-learning meta-rl tensorflow2 maml-rl meta-reinforcement

glossary

https://machinelearning.wtf/ - An online glossary of machine learning terms.

✭ 28

SCSS HTML machine-learning deep-neural-networks reinforcement-learning deep-learning machine-learning-algorithms mathematics artificial-intelligence neural-networks

qbso-fs

Python implementation of QBSO-FS : a Reinforcement Learning based Bee Swarm Optimization metaheuristic for Feature Selection problem.

✭ 47

Jupyter Notebook python reinforcement-learning q-learning feature-selection metaheuristics swarm-intelligence bee-swarm-optimization bso

ML-Papers-TLDR

A summary of interesting Machine Learning (mostly Deep Learning) papers that I encounter.

✭ 20

machine-learning deep-neural-networks reinforcement-learning deep-learning gan

Point-Then-Operate

Code for the ACL 2019 paper ``A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer``

✭ 44

python shell machine-learning natural-language-processing reinforcement-learning style-transfer

maze solver

This project solves self-made maze in a variety of ways: A-star, Q-learning and Deep Q-network.

✭ 24

Jupyter Notebook python reinforcement-learning neural-network keras astar dqn

relearn

A Reinforcement Learning Library for C++11/14

✭ 22

C++CMake Smarty agent reinforcement-learning decision-making q-learning markov-decision-processes deterministic-game cxx11 cxx14

gym-adv

Gym environments modified with adversarial agents

✭ 26

python reinforcement-learning adversarial-learning

ultimate-ttt-rl

Reinforcement Learning based Ultimate Tic Tac Toe player

✭ 20

python reinforcement-learning neural-network tic-tac-toe ultimate-tic-tac-toe reinforcement-learning-bot

brax

Massively parallel rigidbody physics simulation on accelerator hardware.

✭ 1,208

Jupyter Notebook python javascript reinforcement-learning robotics physics-simulation jax

MuJoCo RL UR5

A MuJoCo/Gym environment for robot control using Reinforcement Learning. The task of agents in this environment is pixel-wise prediction of grasp success chances.

✭ 108

python reinforcement-learning computer-vision robotics mujoco gym-environment pick-and-place

Robust-Log-Optimal-Strategy-with-Reinforcement-Learning

We propose a new Portfolio Management strategy combining Log-Optimal based Strategy and Reinforcement-Learning based Strategy.

✭ 55

python reinforcement-learning deep-learning information-theory mathematical-finance portfolio-management

vsrl-framework

The Verifiably Safe Reinforcement Learning Framework

✭ 42

python shell reinforcement-learning pytorch reinforcement-learning-algorithms formal-methods formal-verification keymaerax safety-critical cyber-physical-systems differential-dynamic-logic keymaera safe-reinforcement-learning reinforcement-learning-environments safe-control

SelfImitationDiverse

Tensorflow code for "Learning Self-Imitating Diverse Policies" (ICLR 2019)

✭ 18

python shell reinforcement-learning deep-learning tensorflow imitation-learning

541-600 of 962 reinforcement-learning projects