Overview
Dive into an in-depth lecture on multilevel models in statistical analysis. Explore concepts such as partial pooling, hyperparameter tuning through cross-validation, and learning hyperparameters. Examine the Reedfrogs case study to understand practical applications. Gain insights into summary techniques and future perspectives in the field. As a bonus, discover Mundlak machines and their relevance to multilevel modeling. Enhance your understanding of advanced statistical concepts and their real-world implementations in this comprehensive presentation by Richard McElreath.
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