Advanced Data Analysis with R

Interesting Projects Below

Exploratory Analysis in R

• Basics of R
• Visual Exploration with ggplot2

Data Wrangling in R

• Principal Component Analysis for Dimension Reduction
• Cleaning Imperfect Data for Modeling Purposes
  • Fixing Skewed Data
  • Impute Missing Values
  • Dummy Variable Manipulation
  • Factor Lumping

Prediction Modeling

• Multivariate Modeling (PLS, LASSO, PCR, SVM, MARS)
• Market Targeting - Predict Revenue based on Website Data (PCR, MARS, Elastic Net)
• Decision Trees and Ensembles
• Clustering - Predicting within-Group performance

See Concepts and Notes here

Includes concepts/topics from above