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