Projects
AI/MLCase Study
AI Security Camera Investigator
Computer vision search over CCTV footage
June 2026 – July 2026
YOLOv8FastAPIPythonEmbeddingsPyTorch
Problem
Reviewing CCTV by hand is slow when the question is a person, object, or moment rather than a timestamp.
Approach
Engineered a YOLOv8 and FastAPI pipeline for detection and tracking, then layered embedding search over CCTV metadata.
Outcome
Ranked results with timestamped detections, turning footage into a queryable investigation surface.
- Engineered a computer-vision pipeline with YOLOv8 and FastAPI to detect and track subjects across CCTV footage
- Built embedding-based semantic search over CCTV metadata, returning ranked results with timestamped detections