Reinforcement Learning Trading ML Frameworks

Projects implementing RL agents (DQN, PPO, SAC, etc.) to learn automated buy/sell/hold trading strategies for stocks, crypto, and forex markets. Does NOT include traditional quantitative trading, technical analysis without learning agents, or general financial forecasting without RL components.

There are 57 reinforcement learning trading frameworks tracked. 3 score above 50 (established tier). The highest-rated is quantylab/rltrader at 55/100 with 369 stars and 6 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	quantylab/rltrader 파이썬과 케라스를 이용한 딥러닝/강화학습 주식투자 - 퀀트 투자, 알고리즘 트레이딩을 위한 최첨단 해법 입문 (개정판)	55	Established	369	Jupyter Notebook
2	erhardtconsulting/tensortrade-ng TensorTrade-NG is an open source Python framework for building, training,...	54	Established	196	Python
3	matlab-deep-learning/reinforcement_learning_financial_trading MATLAB example on how to use Reinforcement Learning for developing a...	51	Established	178	MATLAB
4	LeonardoBerti00/DeepMarket DeepMarket is a framework for performing Limit Order Book simulation with...	46	Emerging	71	Python
5	Amey-Thakur/OPTIMIZING-STOCK-TRADING-STRATEGY-WITH-REINFORCEMENT-LEARNING Machine Learning Project to Optimize Stock Trading Strategies Using...	46	Emerging	49	Python
6	TradeMaster-NTU/TradeMaster TradeMaster is an open-source platform for quantitative trading empowered by...	46	Emerging	2,523	Jupyter Notebook
7	armandcismaru/DeepTraderX High-performing deep learning trader on a multithreaded financial exchange...	44	Emerging	21	Jupyter Notebook
8	samre12/deep-trading-agent Deep Reinforcement Learning based Trading Agent for Bitcoin	44	Emerging	792	Python
9	kieranjwood/trading-momentum-transformer This code accompanies the the paper Trading with the Momentum Transformer:...	44	Emerging	603	Python
10	ucaiado/QLearning_Trading Learning to trade under the reinforcement learning framework	44	Emerging	517	Jupyter Notebook
11	kieranjwood/slow-momentum-fast-reversion This code accompanies the the paper Slow Momentum with Fast Reversion: A...	43	Emerging	266	Python
12	golsun/deep-RL-trading playing idealized trading games with deep reinforcement learning	43	Emerging	360	Python
13	kay-ou/SimTradeML SimTradeML is the predictive engine of the SimTrade ecosystem, turning...	43	Emerging	26	Python
14	LiamConnell/deep-algotrading A resource for learning about deep learning techniques from regression to...	42	Emerging	245	Jupyter Notebook
15	entrpn/fingym A tool for developing reinforcement learning algorithms focused in stock prediction	42	Emerging	18	Python
16	KidQuant/Pairs-Trading-With-Python This project involves using a combination of statistics along with financial...	35	Emerging	574	Jupyter Notebook
17	Arshad-13/genesis2025 Professional HFT market surveillance and analysis platform with real-time...	34	Emerging	4	Python
18	lamres/renko_trend_following_strategy_catalyst Example of adaptive trend following strategy based on Renko	33	Emerging	123	Jupyter Notebook
19	komo135/trade-rl Learn to use reinforcement learning to maximize the profit gained from a trade.	33	Emerging	29	Python
20	KodAgge/Reinforcement-Learning-for-Market-Making Using tabular and deep reinforcement learning methods to infer optimal...	33	Emerging	238	Jupyter Notebook
21	austin-starks/Deep-RL-Stocks Reinforcement Learning for Stock Market Prediction	33	Emerging	175	Python
22	henryboisdequin/AI-Stock-Trader Created an DQN AI Agent which chooses to sell, buy, or keep stocks from...	32	Emerging	27	Python
23	swyang50066/rl-stock-trading WATERMELON: Multi-Agent Reinforcement Learning Based Algorithmic Stock...	32	Emerging	18	Jupyter Notebook
24	LaunchPlatform/marketplace Marketplace ML experiment - training without backprop	32	Emerging	27	Python
25	BorjaGomezSolorzano/deep-trader Deep Reinforcement Learning applied to trading	31	Emerging	15	Python
26	NickKaparinos/Automated-Cryptocurrency-trading-using-Deep-RL Training and evaluation of Deep Reinforcement Learning cruptocurrency trading agent.	31	Emerging	21	Python
27	iusztinpaul/yacht Order execution in the financial markets using Deep Reinforcement Learning.	31	Emerging	16	Jupyter Notebook
28	druce/rl Deep Reinforcement Learning For Trading	30	Emerging	108	Jupyter Notebook
29	jialuechen/trademind Hybrid Event-driven and Vectorized Strategy Backtesting Library	29	Experimental	123	C++
30	clintjohnsn/rl-trader Deep Reinforcement Learning for Trading. Custom Gym Environment. Paper and...	29	Experimental	6	—
31	mohdabdin/crypto-trading-RL-environment A Crypto-trading reinforcement learning that explores the potential of using...	29	Experimental	65	Python
32	nabilshadman/deep-reinforcement-learning-automated-trading-hpc Application of deep reinforcement learning (DQN and PPO) for automated...	29	Experimental	1	Python
33	GioStamoulos/BTC_RL_Trading_Bot A trading bitcoin agent was created with deep reinforcement learning...	28	Experimental	34	Jupyter Notebook
34	TomatoFT/Forex-Trading-Automation-with-Deep-Reinforcement-Learning Forex Trading Automation with PPO, ACKTR, DDPG, TD3 and Ensemble Strategy	27	Experimental	42	Jupyter Notebook
35	ebrahimpichka/DeepRL-trade Algorithmic Trading Using Deep Reinforcement Learning algorithms (PPO and DQN)	27	Experimental	15	Jupyter Notebook
36	Dung2005qk/Project-Hydra-Quantitative-Trading-Lab An experimental quantitative trading framework featuring a GNN+Transformer...	26	Experimental	3	Python
37	kochlisGit/TraderNet-CRv2 TraderNet-CRv2 - Combining Deep Reinforcement Learning with Technical...	26	Experimental	40	Jupyter Notebook
38	yllvar/RAMP-Trading Regime-Adaptive Momentum Pairs (RAMP) Statistical Arbitrage: BTCUSDT vs...	26	Experimental	4	TypeScript
39	MoHoss007/TradePilot-RL This project implements a stock trading simulation environment and trains...	26	Experimental	3	Python
40	rishipython/StockTradingAI This project is a Stock Trader trained to trade stocks from the S&P 500. It...	25	Experimental	22	Jupyter Notebook
41	RohanSreelesh/Reinforcement-learning-based-trading-bot An AI‑driven stock trading bot, incorporating neural networks with advanced...	23	Experimental	1	Jupyter Notebook
42	sweetsyjerome/Stock-market-prediction-Reinforcement-learning Trying out reinforcement agents to predict stock market of 3 interested companies	23	Experimental	23	Jupyter Notebook
43	anuragpy07/ML-HFT High frequency trading (HFT) framework built for futures using machine...	23	Experimental	5	Jupyter Notebook
44	galafis/python-ml-trading-strategies Machine Learning framework for quantitative trading strategies with feature...	23	Experimental	1	Python
45	HeyMrRobot/Freqtrade-Adaptive-Renko-Strategy Renko Strategy for freqtrade	23	Experimental	12	Python
46	Joshbazz/Neural_Network_Trading_Algo Trading Algorithm based on the paper 'A Stock Market Trading System using...	23	Experimental	6	Jupyter Notebook
47	Ad1xon/AI-Algorithmic-Trading-Backtester Professional algorithmic trading backtester in Python. Integrates with...	22	Experimental	—	Python
48	jookie/jojoBot Financial trading strategies using deep reinforcement learning (DRL). It...	21	Experimental	10	TypeScript
49	mattjhawken/deep-rl-trading A transformer-based deep RL trading bot built with PyTorch.	21	Experimental	14	Python
50	abozhenok/SAMP SAMP is a lightweight algorithmic trading engine, designed with scalability...	19	Experimental	5	Java
51	beastytitan18/cointegration-vol-trading Volatility Pairs Trading Strategy Implementation for NIFTY-BANKNIFTY using...	19	Experimental	5	Jupyter Notebook
52	masonJamesWheeler/Active-Trader Emergent Trading Strategies with DQN in Stock Market Trading This repository...	17	Experimental	13	Python
53	yash-jha-888/rule-vs-ml-backtester Comparing rule-based trading strategies with simple ML models	16	Experimental	2	Python
54	zachisit/july-backtester Professional-grade Python backtesting engine for US equity strategies. Monte...	16	Experimental	2	Python
55	arnolddelaguila/Advanced-Multi-Asset-Algorithmic-Trading-System-with-Machine-Learning-Integration Explore an advanced multi-asset algorithmic trading system with machine...	16	Experimental	2	Jupyter Notebook
56	LucasLarese/regime-filtered-momentum Testing whether a probabilistic regime filter improves a 6 month momentum...	14	Experimental	—	—
57	HaidaQuant/RL-trading-strategy Utilizing reinforcement learning, this project implements a dynamic...	13	Experimental	6	—