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lecture 26: Large-scale optimization (guest).
What Is Mathematical Optimization
Large-Scale Benchmarking of Metaphor-Based Optimization Heuristics - GECCO 2024
Andrea Montanari -Mean field methods in high-dimensional statistics and nonconvex optimization - 2/5
Francis Bach : Large-scale machine learning and convex optimization 1/2
Andrea Montanari -Mean field methods in high-dimensional statistics and nonconvex optimization - 3/5
The Unreasonable Effectiveness of Mathematics in Large Scale Deep Learning by Greg Yang
Large-scale convex optimisation: Course overview
[PURDUE MLSS] Large-scale Machine Learning and Stochastic Algorithms by Leon Bottou (Part 5/6)
Aaron Defazio - Adventures in optimization for large-scale deep learning
[PURDUE MLSS] Large-scale Machine Learning and Stochastic Algorithms by Leon Bottou (Part 1/6)
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Last Updated: August 16, 2026
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![[PURDUE MLSS] Large-scale Machine Learning and Stochastic Algorithms by Leon Bottou (Part 5/6)](https://i.ytimg.com/vi/r6cJ0tKEVSY/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)
