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Information and Meaning

Knowledge

The bias-variance tradeoff
- Discussion questions
Linear models
The ordinary least squares solution
Limits and variations of linear regression
- Tutorial: More on linear models
- Discussion questions
Classifiers
Mixed effects models
The beauty of kNN
Cross validation
Resampling methods
Mediation and moderation
Power analysis via simulations
Selecting the best model
Regularized regression
Principal component methods

Understanding

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By Timothy Verstynen, Venn Popov, Krista Bond, Charles Wu, Patience Stevens, Amy Sentis, Fiona Horner