ISLR
theelementsofstatisticallearning
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ISLR  theelementsofstatisticallearning  

4  1  
55  397  
    
0.0  1.8  
almost 3 years ago  about 2 years ago  
R  Jupyter Notebook  
  MIT License 
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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...
theelementsofstatisticallearning

The Elements of Statistical Learning [pdf]
This collection of Jupyter notebooks that reproduces graphics and implements algorithms from the book could be a nice supplementary resource https://github.com/maitbayev/theelementsofstatisticallea...
What are some alternatives?
ISLpython  Porting the R code in ISL to python. Labs and exercises
homemademachinelearning  🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained
Neptune.jl  Simple (Plutobased) nonreactive notebooks for Julia
CollegeWork  Assignment Solutions
Pluto.jl  🎈 Simple reactive notebooks for Julia
Sharing_ISL_python  An Introduction to Statistical Learning with Applications in PYTHON
ISLRpython  An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code
PythonBible  Resourceful Python Collection
MLfoundations  Machine Learning Foundations: Linear Algebra, Calculus, Statistics & Computer Science
here_here  I love the here package. Here's why.
rmarkdown  Dynamic Documents for R
StatsWithJuliaBook