Here you will find a collection of lecture notes on topics in machine learning. Their content ranges from mathematical foundations over elementary concepts to advanced material.
The following are links to PDF document available on researchgate.
- setting the stage
- equality and inequality constraints
- maximum product of numbers of constant sum
- minimum sum of numbers of constant product
- Lagrange Multipliers (part 1)
- Lagrange Multipliers (part 2)
- Lagrange Multipliers (part 3)
- Karush-Kuhn-Tucker conditions (part 1)
- Karush-Kuhn-Tucker conditions (part 2)
- minimum enclosing balls
- Frank-Wolfe for minimum enclosing balls