STATS 606

Posts

Notes on perturbations of optimization problems

Aug 29, 2024

Notes on constraint qualifications

Aug 27, 2024

Subgradient properties proofs

Mar 14, 2023

Max-margin classifiers from implicit regularization

Feb 22, 2022

Neural tangent kernel

Feb 11, 2022

Online learning proofs

Apr 14, 2021

Stochastic optimization

Apr 07, 2021

Optimality conditions

Mar 18, 2021

The Karush-Kuhn-Tucker (KKT) conditions

Mar 18, 2021

Duality proofs

Mar 14, 2021

Smoothing proofs

Mar 07, 2021

Accelerated gradient methods proofs

Feb 16, 2021

Proximal methods proofs

Feb 09, 2021

Mirror descent proofs

Feb 09, 2021

Subgradient descent proofs

Feb 02, 2021

Constrained optimization proofs

Jan 26, 2021

Gradient descent proofs

Jan 19, 2021

Convergence of SVRG

Apr 16, 2020