Ralf Herbrich is Director of Machine Learning at Amazon. From 2011 to 2012, he worked at Facebook leading the Unified Ranking and Allocation team building large-scale machine learning infrastructure for learning user-action-rate predictors that enabled unified value experiences across Facebook products.