Build video AI systems that keep pace in production: streams and latency budgets, YOLO detection and multi-object tracking, TensorRT optimization, applications (counting, security, sport, augmented broadcast), then edge or cloud deployment, cost sizing, and GDPR compliance. Up to date with the 2026 state of the art — end-to-end NMS-free detection and promptable models. For practitioners who ship, not the merely curious.
Put a model at the heart of the loop: detect objects at full frame rate with YOLO, wire up a real RTSP stream on the GPU, track objects across frames, and then speed the whole thing up to hold real time.