the-elements-of-statistical-learning VS ISLR

Compare the-elements-of-statistical-learning vs ISLR and see what are their differences.

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 (by maitbayev)
Machine Learning Statistics Python Python3 jupyter-notebook statistical-learning textbook
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ISLR

Introduction to Statistical Learning (by melling)
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the-elements-of-statistical-learning ISLR
1 4
397 57
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1.8 0.0
about 2 years ago about 3 years ago
Jupyter Notebook R
MIT License -
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the-elements-of-statistical-learning

Posts with mentions or reviews of the-elements-of-statistical-learning. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2020-12-31.

ISLR

Posts with mentions or reviews of ISLR. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-07-09.
  • An Introduction to Statistical Learning with Applications in Python
    4 projects | news.ycombinator.com | 9 Jul 2023
    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

  • Introduction to statistical learning, 2nd edition
    1 project | news.ycombinator.com | 5 Aug 2021
    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

  • R Markdown: The Definitive Guide
    7 projects | news.ycombinator.com | 3 Feb 2021
    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]
    2 projects | news.ycombinator.com | 31 Dec 2020
    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...

What are some alternatives?

When comparing the-elements-of-statistical-learning and ISLR you can also consider the following projects:

ISL-python - Porting the R code in ISL to python. Labs and exercises

Neptune.jl - Simple (Pluto-based) non-reactive notebooks for Julia

homemade-machine-learning - 🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

Pluto.jl - 🎈 Simple reactive notebooks for Julia

Sharing_ISL_python - An Introduction to Statistical Learning with Applications in PYTHON

here_here - I love the here package. Here's why.

College-Work - Assignment Solutions

rmarkdown - Dynamic Documents for R

Python-Bible - Resourceful Python Collection

jupytext - Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts

ISLR-python - An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

StatsWithJuliaBook

the-elements-of-statistical-learning vs ISL-python ISLR vs Neptune.jl the-elements-of-statistical-learning vs homemade-machine-learning ISLR vs Pluto.jl the-elements-of-statistical-learning vs Sharing_ISL_python ISLR vs here_here the-elements-of-statistical-learning vs College-Work ISLR vs rmarkdown the-elements-of-statistical-learning vs Python-Bible ISLR vs jupytext the-elements-of-statistical-learning vs ISLR-python ISLR vs StatsWithJuliaBook