From model to device
Edge deployment is more than exporting a model. Start with a clear latency target, measure the unoptimized baseline, and then choose FP16 or INT8 quantization based on the hardware and accuracy budget.
The most useful workflow is simple: benchmark, optimize, validate, and benchmark again. Keep the original test set so every speed improvement is checked against quality.