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1
Introduction
2
Multilevel models
3
Partial pooling
4
Reedfrogs
5
Hyperparameter tuning through crossvalidation
6
Pause
7
Learning the hyperparameter
8
Summary and outlook
9
BONUS Mundlak machines
Description:
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.

Statistical Rethinking 2023 - Multilevel Models

Richard McElreath
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