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XAI-Crew 6

Installation

  • sh pip install -r requirements.txt
  • Graphviz - if you are running the notebooks locally, it is required to install this package https://graphviz.org/download/

All the code is also available on Google Colab which we used to write and run the code initially. Please use them in case of any local errors. These files are also included in the google-colab-files-no-modification folder. Here are the colab files:

Data Processing and Inputing

Data_PreProcessing+ imputing.ipynb

data-preprocessing-and-compas-evaluation-v2.ipynb

Decision Tree

Decision Tree with PDP-v2.ipynb

EDA

EDA & Data Processing.ipynb

Logistic Regression

Logistic Regression Model.ipynb

Random Forest (we did not include this in the slides and is added as a bonus) || Also the first file uses pyxai that only runs on linux os or google colab

random-forest-pyxai.ipynb

Random-forest.ipynb

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XAI analysis on the COMPAS dataset for recidivism

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