ML Intern

100GAJJun 2025 - Sep 2025

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RAGPlaywrightBeautifulSoupVector DatabasesSemantic Search

Developed a custom RAG (Retrieval-Augmented Generation) chatbot for real estate domain

Integrated chatbot with property data scraping tools using Playwright and BeautifulSoup

Implemented semantic search using vector databases for property listings

As an ML Intern at 100GAJ, I played a key role in developing an AI-powered PropTech solution that revolutionized property discovery and user interaction through a custom RAG chatbot system.

Project Overview

  • Built a domain-specific RAG architecture for real estate queries
  • Created an autonomous data processing pipeline for property information
  • Implemented real-time response generation for user queries
  • Enhanced user experience through intelligent property matching

Technical Implementation

  • Designed and deployed a custom RAG architecture
  • Integrated web scraping using Playwright and BeautifulSoup
  • Implemented vector database for semantic property search
  • Developed preference-based matching algorithms

Collaboration & Impact

  • Worked closely with ML Executive for system optimization
  • Coordinated with content team for aligned messaging
  • Improved customer support automation
  • Enhanced user engagement metrics

Key Achievements

Successfully developed and deployed a RAG-based AI system that streamlined property discovery and automated customer support. The project demonstrated the effective application of retrieval-augmented AI in the real estate sector.

View the project on GitHub →

2025 — Built by Hitesh Kumar