Benchmarking Your Model on Edge Hardware Before You Commit
A step-by-step method for benchmarking an AI model on edge hardware: what to measure, how to avoid misleading latency numbers, and when to stop testing.
AI Semiconductors & Chips
Edge AI Hardware
Edge AI Hardware guides, comparisons and explainers from SemiChipAI.
How to Choose Edge AI Hardware for a Real Product
A practical guide to selecting edge AI hardware: define constraints first, then compare NPUs, GPUs, microcontrollers and CPUs on real requirements.
Power and Thermal Budgeting for Edge AI Devices
How to budget power and heat for an edge AI device: sustained versus peak load, thermal throttling, duty cycling and what to measure before finalising a design.
Quantization for Edge AI: A Step-by-Step Deployment Workflow
How to shrink a neural network for edge hardware: post-training quantization, quantization-aware training, calibration data and accuracy checks.