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R Machine Learning Pipeline

Follows a data science process in R language.

Set up system

###Installing R

I prefer Ubuntu 15.10. First add this line:

deb https://<my.favorite.cran.mirror>/bin/linux/ubuntu wily/

to the file /etc/apt/sources.list

Then add key by typing:

sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E084DAB9

And finally install R by typing next commands:

sudo apt-get update

sudo apt-get install r-base r-base-dev

For 14.10 , 14.04 and 12.04 please check this page.

R packages used

There are number of R packages used for various operations on data sets that we are using in this project.

  1. Data manipulation
  • sqldf
  • dplyr
  • data.table
  • stringr
  1. Text Minning
  • tm
  • RTextTools
  1. Machine Learning
  • caret
  • clue
  • xgboost
  1. MultiCore
  • parallel
  1. Test Driven Development
  • testthat
  1. Feature Selection
  • FSelector

Rstudio IDE for R

Rstudio is great IDE for R development and it is updated very often with new features. Latest version can be downloaded from :

http://www.rstudio.com/products/rstudio/download/preview/

Set Configuration

Running with bash

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R code implementing Data Science process for classification / regression

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