Vision & ML · Shipped
Incident Intel
Spot what's unusual in fixed-camera footage — and say how sure you are.
3 approaches compared · baseline AUC 0.709, deployed autoencoder 0.674
01 · Problem
Security and production-line cameras record everything; people only need the unusual moments.
02 · The demo version
Train one model and report the best number.
03 · Production
Versioned, checksummed data pipeline; three approaches compared honestly; PyTorch autoencoder; FastAPI + SQLite incident store; Next.js + Three.js dashboard.
Stack
- PyTorch
- OpenCV
- FastAPI
- Next.js
- Three.js