GenAI Regulatory Risk Engine Overview This project simulates a regulatory loan dataset and builds an end-to-end AI-powered compliance risk analysis system. The system: • Detects anomalies using Isolation Forest • Generates executive compliance summaries using OpenAI GPT • Visualizes risk distribution via Streamlit dashboard • Deployed live on Streamlit Cloud

Tech Stack • Python • Pandas • Scikit-learn • OpenAI API • Streamlit • Cloud Deployment

Architecture 1. Data Simulation 2. ML-based Anomaly Detection 3. LLM-generated Compliance Insight 4. Interactive Dashboard 5. Cloud Deployment

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Business Impact • Automates regulatory risk review • Reduces manual compliance workload • Converts technical findings into executive-ready insights

Future Enhancements • File upload functionality • SHAP explainability integration • PDF report generation • Multi-dataset support