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03 · ML · RL

Intelligent trading decision system

Trading decision system on the GBP/USD pair, combining supervised models and reinforcement learning (PPO). The models are served through an API and driven from an interface, the whole stack containerised.

Feature eng.ML + PPOFastAPIStreamlitDocker
Reinforcement Learning · FastAPI · DockerView the code ↗
Platform architecture (ML + RL)
FIG. 01Platform architecture (ML + RL)Pipeline combining feature engineering, supervised models and a reinforcement-learning agent (PPO), served via a containerised API.
Trading decision interface (Streamlit)
FIG. 02Trading decision interface (Streamlit)Visualising the model's signals and decisions on the GBP/USD pair.