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Berk joined OccamzRazor from Foursquare Labs, where he was their head of machine learning. Prior to that, he worked at Google and the location intelligence startup Sense Networks. He received his PhD from the computer science department at Princeton University, and his BA from the computer science, mathematics, and philosophy departments at the University of Pennsylvania. His work has been published at venues such as AISTATS, UAI, IJCAI, RecSys, and NeurIPS.