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let's play some more ACNH together for Halloween!!
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Bagging and Random Forests
Decision Trees
Evaluating Classification Models
Logistic Regression
Local Regression and Generalized Additive Models
KNN Regression and the Bias-Variance Tradeoff
Modeling Nonlinearity: Polynomial Regression and Splines
LASSO (Shrinkage/Regularization)
Variable Subset Selection
Cross-validation
Overfitting
Evaluating Regression Models
Mediation Analysis
Causal Discovery
Sensitivity Analyses for Unmeasured Variables
Estimating Causal Effects: Inverse Probability Weighting
Estimating Causal Effects: Regression
Asking Clear Questions and Building Graphs
D-Separation
Causal and Noncausal Paths
Key Structures in Causal Graphs
Causal Graphs as Statistical Models
Introduction to Causal Graphs
Study Designs in Causal Inference