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This course introduces multilevel models, covering partial pooling, the reedfrogs example, hyperparameter tuning through cross-validation, and learning the hyperparameter. It concludes with a discussion of Mundlak machines.
Syllabus
Introduction
Multilevel models
Partial pooling
Reedfrogs
Hyperparameter tuning through crossvalidation
Pause
Learning the hyperparameter
Summary and outlook
BONUS Mundlak machines
Taught by
Richard McElreath