Ontology RL E-commerce
Combines semantic knowledge representation with reinforcement learning to provide intelligent shopping assistance, product recommendations, and automated learning from user interactions through ontology-driven e-commerce capabilities.
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Ontology-driven e-commerce server combining semantic knowledge representation with reinforcement learning for intelligent shopping assistance. Features 21 commerce tools spanning product search, cart management, order processing, and returns, powered by ReAct agent architecture with multi-turn dialogue support. Includes conversation memory using ChromaDB with semantic retrieval, PPO-based reinforcement learning training via Stable Baselines3, and real-time analytics tracking quality scores, user intent, and recommendations. Built with comprehensive training capabilities including a Gradio dashboard for model management and a real dialogue corpus of 200 scenarios for agent improvement.
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