Access this great one-page resource at http://bit.ly/1gC5Hwb
Content:
Templates for the Data Scientist
- A Template for Preparing Data: *OnePageR - *R
- A Template for Building Models: *OnePageR - *R
Getting Started as a Data Scientist
- Getting Started with R and Rattle: *Lecture - *Laboratory
- Introducing and Interacting with R: *Lecture - *Laboratory
- BasicR - OnePage(R) - Writing R scripts
Dealing With Data
- Read Data into R: *OnePageR - *R
- Explore and Summarise Data: *OnePageR - *R
- Transform Data: *OnePageR - *R
- Dealing with Dates and Time: (PDF, R) Dates and Time
- Visualising Data with GGPlot2: *OnePageR - *R
- Visualising Data with Maps *OnePageR - *R
- Spatial (R) Spatial Analysis
- Handling Big Data *OnePageR - *R
Descriptive Analytics
- Cluster Analysis: *Lecture - *OnePageR - *R
- Association Analysis: *Lecture
Predictive Analytics
- Decision Trees: *Lecture - *OnePageR - *R - *Rattle
- Ensembles of Decision Trees: *Lecture - *OnePageR - *R
- SVM (R)
- KernLab (R)
- NeuralNetworks (R)
- NNet (R)
Model Delivery
- Evaluating Models: *OnePageR - *R
- Evaluation (R)
- Scoring (R)
- PMML (R) Exporting Models for Deployment
Advanced Topics
- Text Mining: *OnePageR - *R
Advanced R Topics
- Plots (PDF, R) Miscellaneous Plots
- Functions (PDF, R) Writing Functions in R
- Parallel (PDF, R) Parallel Execution
- Packaging (R) Pulling it Together into a Package
- Doing R with Style: *OnePageR - *R
- Literate Data Mining with KnitR: *Lecture - *OnePageR - *R
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