jcrouser/islr-python

├── LICENSE.txt
├── Lab 10 - Ridge Regression and the Lasso in Python.ipynb
├── Lab 11 - PCR and PLS Regression in Python.ipynb
├── Lab 12 - Polynomial Regression and Step Functions in Python.ipynb
├── Lab 13 - Splines in Python.ipynb
├── Lab 14 - Decision Trees in Python.ipynb
├── Lab 15 - Support Vector Machines in Python.ipynb
├── Lab 16 - Multiclass SVMs and Applications to Real Data in Python.ipynb
├── Lab 18 - PCA in Python.ipynb
├── Lab 2 - Linear Regression in Python.ipynb
├── Lab 3 - K-Nearest Neighbors in Python.ipynb
├── Lab 4 - Logistic Regression in Python.ipynb
├── Lab 5 - LDA and QDA in Python.ipynb
├── Lab 7 - Cross-Validation in Python.ipynb
├── Lab 8 - Subset Selection in Python.ipynb
├── Lab 9 - Linear Model Selection in Python.ipynb
├── README.md
└── data
    ├── Auto.csv
    ├── Boston.csv
    ├── Caravan.csv
    ├── Carseats.csv
    ├── Hitters.csv
    ├── Khan_xtest.csv
    ├── Khan_xtrain.csv
    ├── Khan_ytest.csv
    ├── Khan_ytrain.csv
    ├── OJ.csv
    ├── Smarket 2.csv
    ├── Smarket.csv
    └── Wage.csv


/LICENSE.txt:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/LICENSE.txt


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/Lab 10 - Ridge Regression and the Lasso in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 10 - Ridge Regression and the Lasso in Python.ipynb


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/Lab 11 - PCR and PLS Regression in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 11 - PCR and PLS Regression in Python.ipynb


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/Lab 12 - Polynomial Regression and Step Functions in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 12 - Polynomial Regression and Step Functions in Python.ipynb


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/Lab 13 - Splines in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 13 - Splines in Python.ipynb


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/Lab 14 - Decision Trees in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 14 - Decision Trees in Python.ipynb


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/Lab 15 - Support Vector Machines in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 15 - Support Vector Machines in Python.ipynb


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/Lab 16 - Multiclass SVMs and Applications to Real Data in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 16 - Multiclass SVMs and Applications to Real Data in Python.ipynb


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/Lab 18 - PCA in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 18 - PCA in Python.ipynb


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/Lab 2 - Linear Regression in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 2 - Linear Regression in Python.ipynb


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/Lab 3 - K-Nearest Neighbors in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 3 - K-Nearest Neighbors in Python.ipynb


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/Lab 4 - Logistic Regression in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 4 - Logistic Regression in Python.ipynb


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/Lab 5 - LDA and QDA in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 5 - LDA and QDA in Python.ipynb


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/Lab 7 - Cross-Validation in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 7 - Cross-Validation in Python.ipynb


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/Lab 8 - Subset Selection in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 8 - Subset Selection in Python.ipynb


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/Lab 9 - Linear Model Selection in Python.ipynb:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/Lab 9 - Linear Model Selection in Python.ipynb


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/README.md:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/README.md


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/data/Auto.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Auto.csv


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/data/Boston.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Boston.csv


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/data/Caravan.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Caravan.csv


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/data/Carseats.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Carseats.csv


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/data/Hitters.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Hitters.csv


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/data/Khan_xtest.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Khan_xtest.csv


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/data/Khan_xtrain.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Khan_xtrain.csv


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/data/Khan_ytest.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Khan_ytest.csv


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/data/Khan_ytrain.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Khan_ytrain.csv


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/data/OJ.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/OJ.csv


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/data/Smarket 2.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Smarket 2.csv


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/data/Smarket.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Smarket.csv


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/data/Wage.csv:
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https://raw.githubusercontent.com/jcrouser/islr-python/HEAD/data/Wage.csv


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