We are currently at a paradigm shift moment in computing: the field is shifting from an era focused on coding exact and optimal algorithms to solve specific problems toward a data-driven era where we provide vast data and compute to machine learning systems and accept that we sacrifice guarantees of correctness and optimality in exchange for practical power.