Instructor for Generative AI

AI Agent for Bowtie Risk AnalysisDeveloped and implemented an AI agent - Agentic RAG for bowtie risk analysis. Engineered ConversableAgents with ReAct prompting using AutoGen to generate comprehensive risk components, integrating Pydantic for data validation, AWS OpenSearch for document handling/retrieval, and custom logic for error handling. Utilized Teachability for AI training and feedback, enhancing system accuracy and response capabilities.

AI-Powered Intelligent Coding SolutionDesigned and architected a comprehensive AI-powered healthcare solution using Azure Machine Learning Studio and OpenAI. This system automated medical report processing, real-time query handling via a web interface, and ICD code retrieval. Key data components included embeddings stored in Azure Cognitive Search and pre-processed reports in Azure Blob Storage.Customer Complaint ResolutionDeveloped a prompt template to address customer complaints, finalized in a JSON format with keys for sentiment, complaints summary, keywords, product, response to customer, and investigation steps.Image Captioning SystemDesigned an image captioning system with Vision Transformer and CLIP, processing over 100 images in under 5 minutes using GPU.Segmented Marketing ContentCreated a prompt for writing marketing content for specific customer segments based on their unique attributes with images.