ISLR
islrforgis
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ISLR  islrforgis  

4  1  
54  7  
    
0.0  10.0  
over 2 years ago  3 months ago  
R  Jupyter Notebook  
   
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ISLR

An Introduction to Statistical Learning with Applications in Python
It’s a well known machine learning book. I’ve read through it and done the exercises in R.
https://github.com/melling/ISLR
There’s an edX course from the authors:

R Markdown: The Definitive Guide
I recently discovered R Markdown. Started doing the ISLR examples with it.
https://github.com/melling/ISLR/blob/main/chapter08/08_Lab02...
https://github.com/melling/ISLR/blob/main/chapter08/08_Lab02...
I need to figure out how to better fit images so I don’t have pages with large gaps
Also, you can now embed executable Python in the files.

The Elements of Statistical Learning [pdf]
I’m up to Chapter 6 in ISLR
https://github.com/melling/ISLR
Would Elements of Statistical Learning be my next book? I’ve seen the Bishop book highly recommended too.
https://www.amazon.com/PatternRecognitionLearningInformat...
islrforgis

An Introduction to Statistical Learning with Applications in Python
I also went through this book for a GIS course in grad school. https://github.com/gbrunner/islrforgis
What are some alternatives?
theelementsofstatisticallearning  My notes and codes (jupyter notebooks) for the "The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani and Jerome Friedman
Neptune.jl  Simple (Plutobased) nonreactive notebooks for Julia
Pluto.jl  🎈 Simple reactive notebooks for Julia
here_here  I love the here package. Here's why.
rmarkdown  Dynamic Documents for R
StatsWithJuliaBook
jupytext  Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
codebraid  Live code in Pandoc Markdown
ISLR.jl  JuliaLang version of "An Introduction to Statistical Learning: With Applications in R"