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Efficient Second-order Optimization for Machine Learning
Convex Optimization: Why Rockets and Portfolios Use the Same Equation
Convex optimization (ECE 592 Module 23)
10.1 Optimization Methods - Conic Optimization
Stochastic Second Order Optimization Methods I
The Karush–Kuhn–Tucker (KKT) Conditions and the Interior Point Method for Convex Optimization
A Distributed Cubic-Regularized Newton Method for Smooth Convex Optimization over Networks
OWOS: Stephen Wright - Second-Order Methods for Nonconvex Optimization with Complexity Guarantees
An Interior-Point Method for Convex Optimization over Non-symmetric Cones
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Last Updated: September 26, 2026
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Summary
We study the empirical risk minimization problem with Brian Bullins (Purdue University) simons.berkeley.edu/talks/brian-bullins-purdue-university-2023-11-27 Week 8 of my ML theory series. This week I finished section 3.1 of Boyd & Vandenberghe's The eleventh talk in the One World In this video, we dive deep into the mechanics of Fred Roosta, University of Queensland simons.berkeley.edu/talks/clone-sketching-linear-algebra-i-basics-dim-reduction-0 ... A gentle and visual introduction to the topic of Dávid Papp (North Carolina State University) ...
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