interpret-ml

This project for Cornell Data Science implements Generalized Linear Models and Generalized Additive Models.

The main slides for the project can be found here.

Our three key datasets are:

1. twitter_analysis.csv
2. civil_wars.RData
3. christian_nationalism.dta

R implementations of Poisson GLM and GAM are in the main directory.

The core notebooks and implementation codes are in Final Notebooks:

1. gam_impl.jl: Our implementation of GAMs in Julia
2. glm_impl.jl: Our implementation of GLMs in Julia
3. glm_theory_and_practice.ipynb: Julia Notebook with mathematics of GLMs, plus dataset analysis
4. gam_theory_and_practice.ipynb: Julia notebook with mathematics of GAMs, plus dataset analysis
5. christian_nationalism.ipynb: Codes to create visualizations for Christian Nationalism results