Waste Classification on a Raspberry Pi 5

Set out to build a small camera-based waste sorter that could run without a network connection. The model isn't the interesting part — the constraints are. Throttling under thermal load, INT8 quantization that broke parts of the network on first try, the slightly different image stats from a cheap CSI camera. The takeaway: most of the work in a deployment-first ML project is not actually the model.