FinRL®: Financial Reinforcement Learning. 🔥

finance deep-reinforcement-learning openai-gym fintech algorithmic-trading stock-trading multi-agent-learning stock-markets pythorch tensorflow2 drl-trading-agents drl-algorithms drl-framework trading-tasks

• Updated Aug 22, 2025
• Jupyter Notebook

Our codebase trials provide an implementation of the Select and Trade paper, which proposes a new paradigm for pair trading using hierarchical reinforcement learning. It includes the code for the proposed method and experimental results on real-world stock data to demonstrate its effectiveness.

finance deep-reinforcement-learning pytorch fintech stock-market hierarchical-reinforcement-learning chinese-stock pair-trading algorithm-trading drl-trading-agents drl-algorithms drl-framework trading-tasks stable-baselines3 federated-reinforcement-learning

• Updated Aug 31, 2023
• Python