Topics/Activities | Reading |
Over View of Analytics | PA – ER ( chapters 1-3) |
Analytics Methodology | Handouts |
Introduction to R – Data types and Operators, Missing values, Date Arithmetic | Handout, Demo |
Data Manipulation in R – Merge, Sort, Conditional Select etc. | Handout and PPT, Demo |
Data Manipulation in R – Merge, Sort, Conditional Select etc | Handout and PPT, Demo |
Refresh basic stat and Simple statistical tests in R | Handouts |
Graphs in R – simple plots | Handouts |
Multiple linear regression – theory and application | Handouts |
Logistic Regression – theory , diagnostics and application | Lecture notes |
Logistic Regression – theory , diagnostics and application | PPTs |
Logistic Regression – theory , diagnostics and application | PPTs |
Decision tree implementation and inference in R | Handouts |
Cluster analysis | Handouts |
Association Rules | Handouts |