I worked at LinkedIn for 4.5 years on machine learning. I was one of the few pure engineers working with several mathematicians and statisticians, so my responsibilities were to transform their ideas into commercial grade software. Eventually I became tech lead for Photon-ML, which at the time was powering effectively all of their recommendations (it may still be, I don't know).

Now I work odd jobs and day-trade.