Intent-Based Semantic Search System
BERT + Qdrant vector search with intent handling — 6th Place, AI Engineering Hackathon 2025
Intent-based semantic search using fine-tuned BERT + Qdrant vector DB, deployed on Dockerized EC2 with Grafana & Prometheus monitoring. Improved relevance via language detection, negative-intent handling, LLM-powered filtering, and caching.
2025 — Ranked 6th of 85 teams.