Lectures

Module 1 Variance-bias trade off

Module 2     Convex optimization and coordinate descent         Reading

Module 3     Linear Regression         Reading     Weighted Median

Module 4     Cubic splines         Reading     R Script     Ozone Data

Module 5     EM-Algorithm     Reading     Genotype-Phenotype Example

Module 6     Gaussian graphical models     Reading

Module 7     Bayesian Inference     Reading

Module 8     Markov Chain Monte Carlo     Reading         Bayesian Updating and Predictive Distribution

Miscelaneous Notes     Logistic Data