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Title: GitHub - Data-Science-Projects/ISLR-python: An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code · GitHub

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Description: An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code - Data-Science-Projects/ISLR-python

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https://github.com/Data-Science-Projects/ISLR-python#islr-python
'An Introduction to Statistical Learning with Applications in R'http://www-bcf.usc.edu/%7Egareth/ISL/index.html
these package versionshttp://nbviewer.jupyter.org/github/JWarmenhoven/ISLR-python/blob/master/Notebooks/Python%20module%20versions.ipynb
python-glmnethttps://github.com/civisanalytics/python-glmnet
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Chapter 3 - Linear Regressionhttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%203.ipynb
Chapter 4 - Classificationhttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%204.ipynb
Chapter 5 - Resampling Methodshttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%205.ipynb
Chapter 6 - Linear Model Selection and Regularizationhttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%206.ipynb
Chapter 7 - Moving Beyond Linearityhttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%207.ipynb
Chapter 8 - Tree-Based Methodshttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%208.ipynb
Chapter 9 - Support Vector Machineshttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%209.ipynb
Chapter 10 - Unsupervised Learninghttp://nbviewer.ipython.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Chapter%2010.ipynb
Extra: Misclassification rate simulation - SVM and Logistic Regressionhttp://nbviewer.jupyter.org/github/JWarmenhoven/ISL-python/blob/master/Notebooks/Simulate.expected.misclassification.rate.ipynb
R-package ISLRhttps://cran.r-project.org/web/packages/ISLR/index.html
course cataloguehttps://lagunita.stanford.edu/courses/
this notebookhttps://github.com/JWarmenhoven/DBDA-python
https://github.com/Data-Science-Projects/ISLR-python#references
http://www-bcf.usc.edu/~gareth/ISL/index.htmlhttp://www-bcf.usc.edu/~gareth/ISL/index.html
http://statweb.stanford.edu/~tibs/ElemStatLearn/http://statweb.stanford.edu/~tibs/ElemStatLearn/
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