ECCV2020 tutorial - Differentiable Optimization Layers - Basic Concepts

Tutorial website: http://eccv2020.deepdeclarativenetwor... CVXPY: https://www.cvxpy.org/ CVXPYLayers: https://github.com/cvxgrp/cvxpylayers TL;DR: cvxpylayers makes it easy to add a differentiable layer to pytorch or Tensorflow that solves a convex optimization problem. Abstract The video introduces our approach to differentiable convex optimization layers. I discuss convex optimization, domain-specific languages for optimization, parametrized convex problems, and how these concepts are all brought together in the cvxpylayers package.