The execution of machine learning inference on edge devices under deterministic latency constraints, typically P99 latency below 10–100 ms, to support safety-critical and time-sensitive applications. Achieves real-time performance through hardware accelerators (NPUs, FPGAs, ASICs), model compression, and priority scheduling without reliance on cloud round-trips.
Semantic Classification
Content
Real-Time Inference at Edge (AI-0439) — content pending enrichment.