Here is a list of some of my old slides. Most of these were made when I was an undergraduate student or during Covid.
- Information-Theoretic Analysis of Learning Algorithms [Slides]
- Non-Parametric Least Squares [Slides]
- LASSO is not Fully Bayesian [Slides]
- Online Learning: What is Learnable? [for high school students] [Slides]
- Subjective Theory of Probability: Dutch Book (de Finetti) Theorem [Slides]
- Algorithmic Causal Inference [Slides]
- Online Learning and Online Convex Optimization [with Mahdi Sabbaghi] [Slides]
- Blind Separation of Nonlinear Mixtures of Stochastic Processes [Part 1][Part 2]
- Nonlinear ICA of Temporally Dependent Stationary Sources [Slides]