{"repo":"YuriyKolesnikov/rl-trading-binance","free":true,"listed":false,"github":"https://github.com/YuriyKolesnikov/rl-trading-binance","clone":"git clone https://github.com/YuriyKolesnikov/rl-trading-binance.git","description":"Reinforcement Learning Agent for Binance Futures — realistic backtesting, CNN + D3QN + PER, and reproducible training pipeline.","language":"Python","stars":64,"topics":["algorithmic-trading","binance","deep-q-learning","dueling-dqn-pytorch","quantitative-finance","reinforcement-learning","rl-trading","trading-bot-profit-tool","per-buffer"],"license":null,"category":"trading","readme_excerpt":"🧠 Open RL Trading Agent for Binance Futures A high-performance, research-grade reinforcement learning system for intraday trading on Binance Futures. Built using Dueling Double Deep Q-Networks (D3QN) and Prioritized Experience Replay (PER), this framework supports realistic backtesting, robust benchmarking, and scalable experimentation. ⚠️ Note : This release runs in demo mode with a lightweight 256K-parameter model, short 10-minute sessions, and 30-minute input context — optimized for fast execution, CPU-only training, and interpretable visualizations. The full architecture (60-min sessions, 90-min context, 1M+ parameters) is still dormant. This project lays the foundation for a scalable, production-grade trading AI. --- 📌 Overview 📖 Read the full technical article (English): RL Agent for Algorithmic Trading on Binance Futures — Architecture, Backtest, and Results 📖 Article (Russian): RL-агент для алгоритмической торговли на Binance Futures: архитектура, бэктест, результаты This repository includes: ✅ A modular RL pipeline for market simulation and policy learning ✅ A custom Gym-compatible environment with slippage, commissions, and penalties ✅ A D3QN agent with PER buffer, epsilon decay, and action masking ✅ A complete lifecycle: training, testing, backtesting, and baseline evaluation ✅ An honest CNN classifier as a supervised baseline ✅ Config-driven experiment isolation and reproducibility --- 🧠 Agent Architecture Component Description --------------- ---------------","default_branch":null,"files":null,"tree":[],"storefront":"/r/YuriyKolesnikov","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/YuriyKolesnikov/rl-trading-binance/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}