I came to near-infrared spectroscopy as a chef who wanted to know why things behave the way they do. Ten years later I teach it. The courses live on SpectroScience.
SpectroScience has a 32-lesson course covering calibration and chemometrics, written in plain words. Spectra Lab, one of the builds on the work page, lets you try the ideas on data.