tutorials/model_analysis at master · stasvmk/tutorials

Name		Name	Last commit message	Last commit date
parent directory ..
README.md		README.md
feature_statistics_tutorial.ipynb		feature_statistics_tutorial.ipynb
model_export_as_json_tutorial.ipynb		model_export_as_json_tutorial.ipynb
object_importance_tutorial.ipynb		object_importance_tutorial.ipynb
shap_values_tutorial.ipynb		shap_values_tutorial.ipynb
visualize_decision_trees_tutorial.ipynb		visualize_decision_trees_tutorial.ipynb

README.md

Object Importance Tutorial
- This tutorial shows how to evaluate importances of the train objects for test objects, and how to detect noisy train objects by using the importance scores.
SHAP Values Tutorial
- This tutorial shows how to use SHAP python-package to get and visualize feature importances.
Export CatBoost Model in JSON format Tutorial
- This tutorial shows how to save catboost model in JSON format and apply it.
Visualization of CatBoost decision trees tutorial
- This tutorial shows how to visualize catboost decision trees.
Feature statistics tutorial
- This tutorial shows how to calculate feature statistics for catboost model.