Multi Dimensional Optimization

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Kulik: ML models deliver 100x to 1000x speedup per optimization dimension
“Usually, just even for a not so accurate machine learning model, you get, you know, at least a hundred to a thousand-fold speed up for every dimension you're optimizing over”
Heather Kulik Mar 24, 2026 ▶ 8:14 🔬There Is No AlphaFold for Materials — AI for Materials Discovery with Heather Kulik

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