Optimization

NCVX: A General-Purpose Optimization Solver for Machine Learning, and Practical Techniques
Constraints are new and increasingly trendy in machine and deep learning, stimulated by, e.g., neuro-symbolic AI that tries to …
Website ICCOPT22 Slides SDM2023 Tutorial Proposal SDM 2023 slides MMLS 2023 Poster 3M Poster (2023)
NCVX: A General-Purpose Optimization Solver for Constrained Machine and Deep Learning
Optimizing nonconvex (NCVX) problems, especially nonsmooth and constrained ones, is an essential part of machine learning. However, it …
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