Amazeng · Live model demo

Raw-milk composition from NIR

Pick a real milk spectrum from the held-out test weeks, then disturb the instrument and watch the milk-nir-composition model react. Runs in your browser with the same math as the ONNX file.

Real spectra from test weeks 7–8, sorted by fat.

No effect: SNV normalisation removes it.

Extra noise on top of the real instrument’s. Protein drifts from about 0.02%.

A slightly different spectrometer. Even 0.1 px breaks it, which is why every new sensor needs recalibration.

Transmittance spectrum

What the model sees (SNV + 1st derivative)