A Reusable process for the Iterative Refinement and EXplanation of classification models.
Can be installed through the "requirements.txt" file using the command:
pip install -r requirements.txt
This will install the following 13 modules:
- joblib
- dice-ml
- shap
- lime
- seaborn
- pandas
- matplotlib
- matplotlib-inline
- numpy
- sklearn
- explainerdashboard
- imblearn
- alibi
It has the following directories:
- IREX - Jupyter Notebook: This stores the jupyter notebook.
- IREX - Script: This stores the script.
Both of them with their respective execution instructions.
It's recommended to run the script in either Spyder or Pychar.
You can also run IREX virtually using Google Colab.
At the following link, you will be redirected to a ready-made Jupyter Notebook for immediate execution.
Here, at the link bellow, you can find a video demo of IREX