https://github.com/mengyaohuang/data-mining-isir

Data mining based on Introduction to Statistical learning
https://github.com/mengyaohuang/data-mining-isir

datamining machine-learning-algorithms rlanguage statistics

Last synced: about 2 months ago
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Data mining based on Introduction to Statistical learning

• Host: GitHub
• URL: https://github.com/mengyaohuang/data-mining-isir
• Owner: MengyaoHuang
• Created: 2019-03-21T02:13:36.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2019-05-03T22:59:42.000Z (over 5 years ago)
• Last Synced: 2024-09-14T17:35:29.417Z (5 months ago)
• Topics: datamining, machine-learning-algorithms, rlanguage, statistics
• Size: 5.8 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Data-Mining-ISIR

Data mining based on Introduction to Statistical learning. All models covered would be implemented in Rstudio.

## Topics covered

This course will provide an introduction to main topics in data mining / statistical learning, including: 

- statistical foundations

- data visualization

- classification

- regression

- clustering

Emphasis will be on statistical learning methodology and the models, intuition, and assumptions behind it,

as well as applications to real-world problems.

## Extension

Recommended resource for further and detailed review of ISIR:

- Both lectures slides and videos can be found at [Introduction to Statistical Learning With Applications in R](http://fs2.american.edu/alberto/www/analytics/ISLRLectures.html). 

- I have reviewed this book and post detailed [ISIR Lecture notes](https://github.com/MengyaoHuang/Data-Mining-ISIR/blob/master/Statistical%20learning%20You-tube%20notes.pdf) as well.