/stats-ISLR2

Repository for archiving the labs and exercises while learning the ISLR2 online course.

MIT LicenseMIT

Repository for archiving the labs and exercises of ISLR2.

  • ISLR2 = An Introduction to Statistical Learning with Applications in R, Second Edition.

  • The ISLR2 website includes all resources you need to follow the course.

Specifics of this repo

Note

For both lab and exercise folders:

- .Rmd is the raw R markdown 

- .md is the rendered markdown after Knitting the .Rmd to github document

- the subfolders contains the saved figures during the knitting processes, they will be used by the .md for the rendering purpose

  1. lab Each chapter from chapters 2 to 13 in ISLR2 comes with a R lab section. The raw lab files were provided on the ISLR2 website. I added a few comments here and there when I was following the labs.

  2. exercise Each chapter from chapters 2 to 13 includes an exercise section, which is grouped into two parts: conceptual exercise and applied exercise. Files in this exercise folder are my solutions to the applied exercise, with solutions to each chapter saved in separate files. All current solutions are provided in R. I hope to provide python solutions as well at a later point.

    • Note: current files in this fold only include descriptions of the problem sets. Solutions will be updated gradually.

  3. data All data files needed for lab and exercise. These data files were downloaded from ISLR2.