Senior Data Scientist
Current**CoverageAI (Generative AI)**•Developed an AI Agent leveraging Azure OpenAI GPT-4 for answering insurance coverage queries using PDF documents and contracts, with response generation citing relevant sections.• Created algorithms for converting PDFs into graph structures for enhanced data retrieval and context building in Retrieval Augmented Generation models.• Engineered a robust Flask application with secure authentication, comprehensive API documentation using Swagger, and adherence to SOC 2 Type 2 and GDPR standards.**Generative AI-based Solution for Enterprise Data**• Implemented a LangChain-based LLM agent to handle adjuster queries using unstructured(PDF/RTF/Text) and structured(Database, Excel, Csv) data sources, enabling effective information retrieval and response generation.• Developed a versatile chatbot to support adjusters and stakeholders in querying insurance-related information using Azure OpenAI GPT-4.**Claim Insights**• Extracted and analyzed data from AWS Athena, performing descriptive analytics to determine key financial metrics influencing cost bands.• Implemented Catboost classifier model, improving model reliability through cross-validation and performance metrics (accuracy, precision, recall, F1-score).• Utilized SMOTE for data balancing to enhance model predictions, and employed SHAP for feature importance analysis and model explainable.
