by Yanchang Zhao, RDataMining.com
There are some nice slides and R code examples on Data Mining and Exploration at
http://www.inf.ed.ac.uk/teaching/courses/dme/, which are listed below.
PDF Slides:
- Overview of Data Mining
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/slides/datamining_intro4up.pdf
- Visualizing Data
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/slides/visualisation4up.pdf
- Decision trees
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/slides/classification4up.pdf
- Ensemble methods
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/slides/ensemble4up.pdf
- Topic Models
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/slides/topics4up.pdf
- Evaluation of Learning Algorithms
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/slides/evaluation4up.pdf
- Association Rules
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/slides/assoc4up.pdf
R Examples:
- Data visualisation in R
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/labs/lab1.pdf
- Latent Semantic Analysis with R
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/labs/lab2.html
- Classiffication and evaluation using R
http://www.inf.ed.ac.uk/teaching/courses/dme/2012/labs/lab3.pdf
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