ISLR
islr-for-gis


ISLR | islr-for-gis | |
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4 | 1 | |
59 | 7 | |
- | - | |
0.0 | 2.4 | |
almost 4 years ago | over 1 year ago | |
R | Jupyter Notebook | |
- | - |
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ISLR
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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:
https://www.edx.org/course/statistical-learning
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Introduction to statistical learning, 2nd edition
Looks like a few new chapters. e.g Deep Learning
I own the first edition. Made it through the entire book during the pandemic with a study partner.
There are other resources:
https://github.com/melling/ISLR
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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.
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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/Pattern-Recognition-Learning-Informat...
islr-for-gis
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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/islr-for-gis
What are some alternatives?
Pluto.jl - 🎈 Simple reactive notebooks for Julia
StatsWithJuliaBook
the-elements-of-statistical-learning - My notes and codes (jupyter notebooks) for the "The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani and Jerome Friedman
ISLR.jl - JuliaLang version of "An Introduction to Statistical Learning: With Applications in R"
Neptune.jl - Simple (Pluto-based) non-reactive notebooks for Julia
here_here - I love the here package. Here's why.
jupytext - Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
codebraid - Live code in Pandoc Markdown
rmarkdown - Dynamic Documents for R

