Note: these are tentative lecture notes; actual contents may change later.
Lecture 00: Review on probability and statistics
Lecture 01: Likelihood method and exponential family
Lecture 02: Graphs and networks
Lecture 03: Mixture models and variational inference
Lecture 04: Missing data and parametric models
Lecture 05: Empirical likelihood method
Lecture 06: Item response theory
Lecture 07: Density estimationn
Lecture 10: Dimension reduction
Lecture 11: Multiple hypothesis test
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