ISLR
ISLR.jl
Our great sponsors
- InfluxDB - Collect and Analyze Billions of Data Points in Real Time
- Onboard AI - Learn any GitHub repo in 59 seconds
- SaaSHub - Software Alternatives and Reviews
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
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/Pattern-Recognition-Learning-Informat...
ISLR.jl
-
An Introduction to Statistical Learning with Applications in Python
Honestly, I dont think they will have Julia version soon. I converted all the code in this book to Julia sometimes ago:
-
Tutorial on beginner inferential statistics?
Julia version of ISL https://github.com/tndoan/ISLR.jl
What are some alternatives?
ISLR-python - An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code
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
StatsWithJuliaBook
Neptune.jl - Simple (Pluto-based) non-reactive notebooks for Julia
Pluto.jl - 🎈 Simple reactive notebooks for Julia
rmarkdown - Dynamic Documents for R
Julia-DataFrames-Tutorial - A tutorial on Julia DataFrames package
here_here - I love the here package. Here's why.
jupytext - Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
islr-for-gis - A repository for the content that is used and generated while completing independent study on using statistical learning methods in GIS.
codebraid - Live code in Pandoc Markdown