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MLOps & Infrastructure · intermediate · concept 203 of 311 · Updated Nov 4, 2026

Edge AI & On-Device ML

Running AI models directly on devices (phones, IoT, cars) instead of in the cloud. Enables low-latency, privacy-preserving AI. Requires model compression and optimization.

L8 · Production and scaleDevelopersTech leadersQA and testing

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Key terms

LiteRT (formerly TensorFlow Lite)CoreMLONNXEdge TPUModel optimizationOn-device NPUs

Where you meet it in the real world

Smartphone cameras, smart speakers, autonomous vehicles, industrial IoT

Videos

▶ What is edge computing? ↗

IBM Technology · YouTube

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