PDF slides and R code examples on Data Mining and Exploration
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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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