⚠️ Educational Research Demonstration • Not Financial Advice • Not For Real Trading

🎓 Educational Research Project

Production-Ready
Reinforcement Learning
Trading System

Built with Domain-Driven Design | PPO, A2C, SAC Algorithms | Systematic Risk Management

628.09%
Top Performer (NEM)
76.4%
Average Win Rate
20
Profitable Symbols
View Performance MetricsExplore ArchitectureView Source Code

Key Features

A sophisticated trading research platform combining cutting-edge ML with production engineering

Advanced RL Algorithms

State-of-the-art reinforcement learning with multiple policy architectures and algorithms.

Systematic Risk Management

Intelligent position sizing, dynamic stop-loss levels, and time-based exit strategies.

Domain-Driven Design

Modular architecture with clear separation of concerns and maintainable code structure.

Real-Time Analytics

Live performance tracking, equity curves, and comprehensive backtest validation.

Production-Ready

Cloud-deployed infrastructure with modern API and real-time monitoring capabilities.

Educational Focus

Comprehensive documentation, transparent methodology, and academic-grade backtesting.

Performance Highlights

Backtest results from 2025-01-01 to 2025-09-30

Aggressive risk profile (50-75% positions) • Educational data only

RankSymbolReturnSharpeWin RateTrades
#1NEM+628.09%3.6285.7%28
#2ORCL+489.33%3.0687.1%31
#3AVGO+400.42%3.2880.6%36
#4ACN+270.49%2.3595.2%21
#5ADBE+216.06%2.8590.9%22
View All 20 Performers
126.2%
Avg Return
2.147
Avg Sharpe
76.4%
Avg Win Rate
100%
Profitable

System Architecture

Built with modern software engineering principles and production best practices

Frontend
Landing Page
Next.js + Vercel
Dashboard
React + Vite
Backend
REST API
FastAPI
RL Engine
PPO/A2C/SAC
Risk Management
Domain Layer
Infrastructure
Railway
Deployment
Market Data
Tiingo API
Storage
Filesystem

Backend Technologies

  • FastAPI - High-performance async Python framework
  • Stable-Baselines3 - RL algorithm implementations
  • PyTorch - Neural network policy architectures
  • Pandas/NumPy - Data processing and technical indicators

Frontend Technologies

  • Next.js 15 - React framework with App Router
  • React 18 - Dashboard with real-time updates
  • Tailwind CSS - Utility-first styling system
  • Recharts - Performance visualization charts

Live API Demo

Try the RL prediction API with real-time symbol analysis

Quick select:

Enter a stock symbol and click "Get Prediction" to see the AI analysis

Ready to Explore?

Review the complete backtest results, explore the system architecture, or dive into the source code.

Explore Source CodeAPI Documentation