Optimization for Classical Machine Learning Problems on the GPU

Sören Laue, Mark Blacher, Joachim Giesen

Constrained optimization problems arise frequently in classical machine learning. There exist frameworks addressing constrained optimization, for instance, CVXPY and GENO. However,…