[gijzelaerr]

Last year I worked with a start-up called Scentronix, which makes customized perfumes. The company made a device which can quickly blend fragrances on the spot based on 200 most commonly used ingredients in the business. Apparently, you can make most of the available perfumes with these base ingredients. The recipes are a bunch of known well-received recipes, and it will also blend new random recipes (with certain constraints like don't add too much of an overwhelming base scent). They sample feedback from people and train a collaborative filtering classifier. It is a hard problem, and the data is very noisy, but we did start to get better-than-random results at some point. https://scentronix.com/