├── .DS_Store ├── .gitignore ├── README.md ├── lab01 ├── .ipynb_checkpoints │ └── Lab 1 - Introduction to R-checkpoint.ipynb ├── Auto.csv ├── Auto.data ├── Lab 1 - Introduction to R.ipynb ├── histogram.jpg └── lab1.Rmd ├── lab02 ├── Lab 2 - Linear Regression in R.ipynb └── lab2.Rmd ├── lab03 ├── .DS_Store ├── Caravan.csv ├── Lab 3 - K-Nearest Neighbors in R.ipynb ├── lab3.Rmd ├── lab3.html └── lab3_base.html ├── lab04 ├── Lab 4 - Logistic Regression in R.ipynb ├── Smarket.csv ├── lab4.Rmd └── lab4.html ├── lab05 ├── Lab 5 - LDA and QDA in R.ipynb ├── Smarket.csv └── lab5.Rmd ├── lab07 ├── Auto.csv ├── Lab 7 - Cross-Validation and Bootstrap in R.ipynb └── lab7.Rmd ├── lab08 ├── Hitters.csv ├── Lab 8 - Subset Selection in R.ipynb └── lab8.Rmd ├── lab09 ├── Hitters.csv ├── Lab 9 - Linear Model Selection in R.ipynb └── lab9.Rmd ├── lab10 ├── Hitters.csv ├── Lab 10 - Ridge Regression and the Lasso in R.ipynb └── lab10.Rmd ├── lab11 ├── Hitters.csv ├── Lab 11 - PCR and PLS Regression in R.ipynb └── lab11.Rmd ├── lab12 ├── .ipynb_checkpoints │ └── Lab 12 - Polynomial Regression and Step Functions in R-checkpoint.ipynb ├── Lab 12 - Polynomial Regression and Step Functions in R.ipynb ├── Wage.csv └── lab12.Rmd ├── lab13 ├── Lab 13 - Splines and GAMs in R.ipynb ├── Wage.csv └── lab13.Rmd ├── lab14 ├── Boston.csv ├── Carseats.csv ├── Lab 14 - Decision Trees in R.ipynb └── lab14.Rmd ├── lab15 ├── Lab 15 - Support Vector Machines.ipynb └── lab15.Rmd ├── lab16 ├── Khan_xtest.csv ├── Khan_xtrain.csv ├── Khan_ytest.csv ├── Khan_ytrain.csv ├── Lab 16 - Multiclass SVMs and Applications to Real Data in R.ipynb ├── OJ.csv └── lab16.Rmd ├── lab17 ├── Lab 17 - Clustering.ipynb └── lab17.Rmd ├── lab18 ├── Lab 18 - PCA in R.ipynb ├── NCI60.csv ├── NCI60_y.csv ├── USArrests.csv └── lab18.Rmd └── tidy-islr.Rproj /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SmithCollege-SDS/tidy-islr/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SmithCollege-SDS/tidy-islr/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SmithCollege-SDS/tidy-islr/HEAD/README.md -------------------------------------------------------------------------------- /lab01/.ipynb_checkpoints/Lab 1 - 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