Sourav S.

Natural language text to sql agent

Built an AI-powered SQL assistant using a fine-tuned OPT-1.3B model to convert natural language prompts into executable ClickHouse queries. ● Leveraged NLP techniques, schema-aware prompt injection, and a FastAPI backend deployed on AWS EC2 and Lambda for real-time query generation and result delivery. ● Demonstrated practical LLM integration for conversational data access, enabling non-technical users to interact with databases seamlessly. 2024 News Article Summarization ● Developed a machine learning model to automatically summarize news articles, reducing article length by 70% while retaining 90% of information