How topepo/fes works
This repository is the companion code and data for *Feature Engineering and Selection*, not a single application. A reader runs chapter analysis scripts to reproduce the book’s modeling, feature-engineering, and visualization examples; the README says Data_Sets contains datasets used in the text. The tree shows these subject areas, but no source excerpts were provided, so specific script-to-dataset calls and runtime sequencing cannot be verified. Chapter 10 has no code, as the README notes.
Main entry points: Data_Sets Chapter Datasets · 01_Introduction Intro Examples · 02_Predicting_Risk_of_Ischemic_Stroke Stroke Prediction · 04_Exploratory_Visualizations Exploratory Visuals
Components 13
Examples and Modeling
- Intro Examples
01_Introduction - Stroke Prediction
02_Predicting_Risk_of_Ischemic_Stroke - Modeling Process
03_A_Review_of_the_Predictive_Modeling_Process
Feature Engineering
- Categorical Encoding
05_Encoding_Categorical_Predictors - Numeric Engineering
06_Engineering_Numeric_Predictors - Interaction Effects
07_Detecting_Interaction_Effects - Missing Data
08_Handling_Missing_Data
Analysis Methods
- Exploratory Visuals
04_Exploratory_Visualizations - Profile Data
09_Working_with_Profile_Data - Greedy Search
11_Greedy_Search_Methods - Global Search
12_Global_Search
Book Data
- Chapter Datasets
Data_Sets
Other components
- Reader
Connections 15
- Reader → Intro Examples: runs examples
README.md - Reader → Stroke Prediction: runs analyses
README.md - Reader → Modeling Process: runs analyses
README.md - Reader → Exploratory Visuals: runs analyses
README.md - Reader → Categorical Encoding: runs analyses
README.md - Reader → Numeric Engineering: runs analyses
README.md - Reader → Interaction Effects: runs analyses
README.md - Reader → Missing Data: runs analyses
README.md - Reader → Profile Data: runs analyses
README.md - Reader → Greedy Search: runs analyses
README.md - Reader → Global Search: runs analyses
README.md - Chapter Datasets → Intro Examples: may supply data
- Chapter Datasets → Stroke Prediction: may supply data
- Chapter Datasets → Exploratory Visuals: may supply data
- Chapter Datasets → Profile Data: may supply data