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 60 reinforcement learning trading frameworks tracked. 11 score above 50 (established tier). The highest-rated is quantylab/rltrader at 60/100 with 369 stars.

Get all 60 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=reinforcement-learning-trading&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	quantylab/rltrader 파이썬과 케라스를 이용한 딥러닝/강화학습 주식투자 - 퀀트 투자, 알고리즘 트레이딩을 위한 최첨단 해법 입문 (개정판)	60	Established	369	Jupyter Notebook
2	matlab-deep-learning/reinforcement_learning_financial_trading MATLAB example on how to use Reinforcement Learning for developing a...	58	Established	178	MATLAB
3	erhardtconsulting/tensortrade-ng TensorTrade-NG is an open source Python framework for building, training,...	55	Established	196	Python
4	TradeMaster-NTU/TradeMaster TradeMaster is an open-source platform for quantitative trading empowered by...	53	Established	2,523	Jupyter Notebook
5	LeonardoBerti00/DeepMarket DeepMarket is a framework for performing Limit Order Book simulation with...	53	Established	71	Python
6	Amey-Thakur/OPTIMIZING-STOCK-TRADING-STRATEGY-WITH-REINFORCEMENT-LEARNING Machine Learning Project to Optimize Stock Trading Strategies Using...	53	Established	49	Python
7	samre12/deep-trading-agent Deep Reinforcement Learning based Trading Agent for Bitcoin	51	Established	792	Python
8	kieranjwood/trading-momentum-transformer This code accompanies the the paper Trading with the Momentum Transformer:...	51	Established	603	Python
9	ucaiado/QLearning_Trading Learning to trade under the reinforcement learning framework	51	Established	517	Jupyter Notebook
10	kieranjwood/slow-momentum-fast-reversion This code accompanies the the paper Slow Momentum with Fast Reversion: A...	50	Established	266	Python
11	golsun/deep-RL-trading playing idealized trading games with deep reinforcement learning	50	Established	360	Python
12	kay-ou/SimTradeML SimTradeML is the predictive engine of the SimTrade ecosystem, turning...	49	Emerging	26	Python
13	LiamConnell/deep-algotrading A resource for learning about deep learning techniques from regression to...	49	Emerging	245	Jupyter Notebook
14	armandcismaru/DeepTraderX High-performing deep learning trader on a multithreaded financial exchange...	48	Emerging	21	Jupyter Notebook
15	entrpn/fingym A tool for developing reinforcement learning algorithms focused in stock prediction	46	Emerging	18	Python
16	KidQuant/Pairs-Trading-With-Python This project involves using a combination of statistics along with financial...	42	Emerging	574	Jupyter Notebook
17	komo135/trade-rl Learn to use reinforcement learning to maximize the profit gained from a trade.	40	Emerging	29	Python
18	KodAgge/Reinforcement-Learning-for-Market-Making Using tabular and deep reinforcement learning methods to infer optimal...	40	Emerging	238	Jupyter Notebook
19	lamres/renko_trend_following_strategy_catalyst Example of adaptive trend following strategy based on Renko	40	Emerging	123	Jupyter Notebook
20	austin-starks/Deep-RL-Stocks Reinforcement Learning for Stock Market Prediction	40	Emerging	175	Python
21	henryboisdequin/AI-Stock-Trader Created an DQN AI Agent which chooses to sell, buy, or keep stocks from...	39	Emerging	27	Python
22	swyang50066/rl-stock-trading WATERMELON: Multi-Agent Reinforcement Learning Based Algorithmic Stock...	39	Emerging	18	Jupyter Notebook
23	LaunchPlatform/marketplace Marketplace ML experiment - training without backprop	38	Emerging	27	Python
24	NickKaparinos/Automated-Cryptocurrency-trading-using-Deep-RL Training and evaluation of Deep Reinforcement Learning cruptocurrency trading agent.	38	Emerging	21	Python
25	iusztinpaul/yacht Order execution in the financial markets using Deep Reinforcement Learning.	38	Emerging	16	Jupyter Notebook
26	Arshad-13/genesis2025 Professional HFT market surveillance and analysis platform with real-time...	38	Emerging	4	Python
27	BorjaGomezSolorzano/deep-trader Deep Reinforcement Learning applied to trading	38	Emerging	15	Python
28	druce/rl Deep Reinforcement Learning For Trading	37	Emerging	108	Jupyter Notebook
29	mohdabdin/crypto-trading-RL-environment A Crypto-trading reinforcement learning that explores the potential of using...	36	Emerging	65	Python
30	jialuechen/trademind Hybrid Event-driven and Vectorized Strategy Backtesting Library	36	Emerging	123	C++
31	GioStamoulos/BTC_RL_Trading_Bot A trading bitcoin agent was created with deep reinforcement learning...	35	Emerging	34	Jupyter Notebook
32	clintjohnsn/rl-trader Deep Reinforcement Learning for Trading. Custom Gym Environment. Paper and...	35	Emerging	6	—
33	TomatoFT/Forex-Trading-Automation-with-Deep-Reinforcement-Learning Forex Trading Automation with PPO, ACKTR, DDPG, TD3 and Ensemble Strategy	34	Emerging	42	Jupyter Notebook
34	ebrahimpichka/DeepRL-trade Algorithmic Trading Using Deep Reinforcement Learning algorithms (PPO and DQN)	34	Emerging	15	Jupyter Notebook
35	kochlisGit/TraderNet-CRv2 TraderNet-CRv2 - Combining Deep Reinforcement Learning with Technical...	33	Emerging	40	Jupyter Notebook
36	rishipython/StockTradingAI This project is a Stock Trader trained to trade stocks from the S&P 500. It...	32	Emerging	22	Jupyter Notebook
37	yllvar/RAMP-Trading Regime-Adaptive Momentum Pairs (RAMP) Statistical Arbitrage: BTCUSDT vs...	32	Emerging	4	TypeScript
38	Dung2005qk/Project-Hydra-Quantitative-Trading-Lab An experimental quantitative trading framework featuring a GNN+Transformer...	32	Emerging	3	Python
39	MoHoss007/TradePilot-RL This project implements a stock trading simulation environment and trains...	31	Emerging	3	Python
40	sweetsyjerome/Stock-market-prediction-Reinforcement-learning Trying out reinforcement agents to predict stock market of 3 interested companies	30	Emerging	23	Jupyter Notebook
41	RohanSreelesh/Reinforcement-learning-based-trading-bot An AI‑driven stock trading bot, incorporating neural networks with advanced...	30	Emerging	1	Jupyter Notebook
42	HeyMrRobot/Freqtrade-Adaptive-Renko-Strategy Renko Strategy for freqtrade	30	Emerging	12	Python
43	Joshbazz/Neural_Network_Trading_Algo Trading Algorithm based on the paper 'A Stock Market Trading System using...	30	Emerging	6	Jupyter Notebook
44	galafis/python-ml-trading-strategies Machine Learning framework for quantitative trading strategies with feature...	29	Experimental	1	Python
45	mattjhawken/deep-rl-trading A transformer-based deep RL trading bot built with PyTorch.	28	Experimental	14	Python
46	jookie/jojoBot Financial trading strategies using deep reinforcement learning (DRL). It...	28	Experimental	10	TypeScript
47	nabilshadman/deep-reinforcement-learning-automated-trading-hpc Application of deep reinforcement learning (DQN and PPO) for automated...	27	Experimental	1	Python
48	anuragpy07/ML-HFT High frequency trading (HFT) framework built for futures using machine...	27	Experimental	5	Jupyter Notebook
49	beastytitan18/cointegration-vol-trading Volatility Pairs Trading Strategy Implementation for NIFTY-BANKNIFTY using...	25	Experimental	5	Jupyter Notebook
50	masonJamesWheeler/Active-Trader Emergent Trading Strategies with DQN in Stock Market Trading This repository...	24	Experimental	13	Python
51	arnolddelaguila/Advanced-Multi-Asset-Algorithmic-Trading-System-with-Machine-Learning-Integration Explore an advanced multi-asset algorithmic trading system with machine...	22	Experimental	2	Jupyter Notebook
52	Ad1xon/AI-Algorithmic-Trading-Backtester Professional algorithmic trading backtester in Python. Integrates with...	22	Experimental	—	Python
53	HaidaQuant/RL-trading-strategy Utilizing reinforcement learning, this project implements a dynamic...	20	Experimental	6	—
54	zachisit/july-backtester Professional-grade Python backtesting engine for US equity strategies. Monte...	18	Experimental	2	Python
55	yash-jha-888/rule-vs-ml-backtester Comparing rule-based trading strategies with simple ML models	18	Experimental	2	Python
56	RaviTeja-Kondeti/Real-Time-Multi-Agent-Reinforcement-Learning-MARL-System-for-HFT-BTC-EUR-USD- Real-Time Multi-Agent Reinforcement Learning System for High-Frequency...	15	Experimental	1	Jupyter Notebook
57	LucasLarese/regime-filtered-momentum Testing whether a probabilistic regime filter improves a 6 month momentum...	13	Experimental	—	—
58	JAHNAVIDINGARI/Stock-Trading-Agent-using-Deep-Reinforcement-Learning This project demonstrates how reinforcement learning can be used to analyze...	13	Experimental	2	Jupyter Notebook
59	luke-davidson/TradingBot_Q-Learning_DQN Semester project for my Reinforcement Learning course: Learning trading...	11	Experimental	3	Jupyter Notebook
60	KauaHenSilva/python_reinforcement_learning_stock_market A Python project using reinforcement learning to optimize stock market...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

deep-trading-agent and deep-RL-trading (51 vs 50) QLearning_Trading and deep-RL-trading (51 vs 50) trading-momentum-transformer and slow-momentum-fast-reversion (51 vs 50) deep-RL-trading and Reinforcement-Learning-for-Market-Making (50 vs 40) QLearning_Trading and trade-rl (51 vs 40) deep-RL-trading and Deep-RL-Stocks (50 vs 40) deep-RL-trading and trade-rl (50 vs 40)