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Some Notes

These notes are mainly for my self-reference. Use them with caution!

  • Introduction to Machine Learning

  • Arithmetic Duality for Norms

  • Convex Analysis, Duality, and Optimization

  • Note on a Concavity Theorem of Lieb

  • Online Learning and Optimization

  • Submodular Analysis, Duality, and Optimization

  • The Proximity Operator

  • The Differentiability of the Upper Envelope

  • Various Notions of Compactness

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