These are the exercise files used for Data Mining with R Rattle Training course.
The course outline can be found in
https://www.tertiarycourses.com.sg/data-mining-with-r-rattle.html
https://www.tertiarycourses.com.my/data-mining-with-r-rattle-malaysia.html
Module 1: Basics of Rattle
- Install Rattle package
- Rattle GUI interface
- Pre-processing data in Rattle
- Partition and classify variables
- Tansforming data
Module 2: Basic Statistics
- Descriptive statistics
- Graphs
- Hypothesis testing
- Ranking
Module 3: Data Mining
- Association rules
- K means Clustering
- Heirachical Clustering
Module 4: Classification
- Support Vector Machine
- Neural Network
- Decision Tree
- Random Forest
Module 5: Predictive Analytics
- Linear Regression
- Multiple Regression
- Logistic Regression
- tTme Series Regression