Ensemble Kalman Inversion: A Derivative-Free Technique For Machine Learning Tasks

Nikola B. Kovachki, Andrew M. Stuart

The standard probabilistic perspective on machine learning gives rise to empirical risk-minimization tasks that are frequently solved by stochastic gradient descent (SGD) and varia…