AI-Powered Dataset Analyzer

Introduction

The AI-Powered Dataset Analyzer is a web application chatbot that allows users to upload and analyze datasets using Retrieval-Augmented Generation (RAG) Agentic pipeline. The application processes datasets in-memory during user sessions, ensuring privacy and efficiency.

Features

• Upload and preprocess survey datasets containing numerical and demographic data.
• Generate AI-driven insights based on user queries.
• Display insights along with source context.
• Handles multiple users simultaneously without storing datasets persistently.
• User-friendly frontend interface built with React.

Technologies

• Backend: Python, FastAPI
• Frontend: React
• AI Models: OpenAI GPT-4o-mini
• Data Processing: Pandas, NumPy
• In-Memory Data Store: Redis
• Deployment: Docker, Docker Compose

Below is an Snippet of Supervisor (AI agent playing Master/ Overseer role in the workflow)