Subscribe to Dr. Granville's Weekly Digest

One Page R: A Survival Guide to Data Science with R

From Togaware.

Togaware

Many of the documents have been developed and tested whilst visiting the Shenzhen Institutes of Technology as an International Visiting Professor of the Chinese Academy of Sciences. The data used is available for download as data.zip.

  1. Templates for the Data Scientist
    1. A Template for Preparing Data: *OnePageR - *R
    2. A Template for Building Models: *OnePageR - *R
  2. Getting Started as a Data Scientist
    1. Getting Started with R and Rattle: *Lecture - *Laboratory
    2. Introducing and Interacting with R: *Lecture - *Laboratory
    3. BasicR - OnePage(R) - Writing R scripts
  3. Dealing With Data
    1. Read Data into R: *OnePageR - *R
    2. Explore and Summarise Data: *OnePageR - *R
    3. Transform Data: *OnePageR - *R
    4. Dealing with Dates and Time: (PDF, R) Dates and Time
    5. Visualising Data with GGPlot2: *OnePageR - *R
    6. Visualising Data with Maps *OnePageR - *R
    7. Spatial (R) Spatial Analysis
    8. Handling Big Data *OnePageR - *R
  4. Descriptive Analytics
    1. Cluster Analysis: *Lecture - *OnePageR - *R
    2. Association Analysis: *Lecture
  5. Predictive Analytics
    1. Decision Trees: *Lecture - *OnePageR - *R - *Rattle
    2. Ensembles of Decision Trees: *Lecture - *OnePageR - *R
    3. SVM (R)
    4. KernLab (R)
    5. NeuralNetworks (R)
    6. NNet (R)
  6. Model Delivery
    1. Evaluating Models: *OnePageR - *R
    2. Evaluation (R)
    3. Scoring (R)
    4. PMML (R) Exporting Models for Deployment
  7. Advanced Topics
    1. Text Mining: *OnePageR - *R
  8. Advanced R Topics
    1. Plots (PDF, R) Miscellaneous Plots
    2. Functions (PDF, R) Writing Functions in R
    3. Parallel (PDF, R) Parallel Execution
    4. Packaging (R) Pulling it Together into a Package
    5. Doing R with Style: *OnePageR - *R
    6. Literate Data Mining with KnitR: *Lecture - *OnePageR - *R

Related Links

Views: 22442

Comment

You need to be a member of Data Science Central to add comments!

Join Data Science Central

Comment by Anzar Hasan on March 4, 2014 at 1:38pm

Very informative, Thanks.

Comment by Dipanshu Mansingka on February 27, 2014 at 3:10am

thanks. earlier i was not aware of rattle.

evaluating models link not working. http://onepager.togaware.com/EvaluationO.pdf

Not Found

The requested URL /EvaluationO.pdf was not found on this server.

Additionally, a 404 Not Found error was encountered while trying to use an ErrorDocument to handle the request.

Comment by Humphrey Misiri on February 25, 2014 at 10:44am

An excellent resource!

Comment by Tony DiLoreto on February 24, 2014 at 3:57pm

Great list - will you be completing it with examples for each bullet point? Thanks!

Comment by Emanuel Baisire on February 20, 2014 at 6:28am

The listing is perfect with new learners but it falls short of real life scenarios and illustrations

Comment by Dipanshu Mansingka on February 20, 2014 at 5:29am

evaluating models link not working.

Comment by Roland Yang on February 18, 2014 at 10:24pm

It's helpful! Thanks!

Comment by Glaucio H. S. Carvalho on February 15, 2014 at 7:28am

Thanks for sharing.

Comment by Vincent Granville on February 15, 2014 at 7:14am
Comment by Manish Agarwal on February 14, 2014 at 7:55pm

gREAT cOntent!!!!

Follow Us

Videos

  • Add Videos
  • View All

© 2014   Data Science Central

Badges  |  Report an Issue  |  Terms of Service