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The File Details

  1. Generate random numbers from a distribution
  2. Confidence Intervals of Binomial Data
  3. Regular Linear Regression Models
  4. Simple Logistic Regression
  5. get MSPE
  6. set Folds
  7. simple plots
  8. Basic Regressions
  9. K-fold CV and boxplots
  10. Stepwise
  11. Ridge
  12. LASSO
  13. Partial Least Squares Analysis (PLS)
  14. GAM
  15. Pruned tree
  16. PPR
  17. NN
  18. Splines - polynomials
  • classification
  1. scale
  2. KNN
  3. Logistic Regression
  4. LASSO logistic regressicon
  5. Discriminant Analysis LDA
  6. Discriminant Analysis QDA
  7. GAM
  8. Naive Bayes
  9. Classification Tree
  10. Random Forest
  11. NN
  12. SVM

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