FinanceOpen Source

FinRL

Deep reinforcement learning framework for stock trading, 35k+ stars

#reinforcement-learning#trading#portfolio#backtesting#drl

FinRL is the pioneering open-source framework for applying deep reinforcement learning to stock trading and portfolio management. With 35k+ GitHub stars, it provides a standardized environment for training DRL agents on historical market data across multiple asset classes. FinRL includes pre-built trading environments, state representations using financial indicators, and backtesting infrastructure.

Model

Custom DRL

Framework

PyTorch

GitHub Stars

14,229 ★

Published

September 10, 2025

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