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The Unreasonable Effectiveness of Mathematics in Large Scale Deep Learning by Greg Yang
Aaron Defazio - Adventures in optimization for large-scale deep learning
Large Scale Optimization for Machine Learning and Data Science
Large-Scale Benchmarking of Metaphor-Based Optimization Heuristics - GECCO 2024
Andrea Montanari -Mean field methods in high-dimensional statistics and nonconvex optimization - 2/5
lecture 26: Large-scale optimization (guest).
Large Scale Training for Model Optimization
Andrea Montanari -Mean field methods in high-dimensional statistics and nonconvex optimization - 5/5
Optimization 1 - Stephen Wright - MLSS 2013 Tübingen
[RMT + NLA] Dmitry Drusvyatskiy: Optimization beyond smoothness and convexity
[PURDUE MLSS] Large-scale Machine Learning and Stochastic Algorithms by Leon Bottou (Part 1/6)
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Last Updated: August 15, 2026
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![[RMT + NLA] Dmitry Drusvyatskiy: Optimization beyond smoothness and convexity](https://i.ytimg.com/vi/nmv-asH4Szc/mqdefault.jpg)
![[PURDUE MLSS] Large-scale Machine Learning and Stochastic Algorithms by Leon Bottou (Part 1/6)](https://i.ytimg.com/vi/A3Q5SpB7Lns/mqdefault.jpg)
