https://github.com/kwokhing/shap-xai-demo

Demo on performing Explainable AI using the SHAP Library
https://github.com/kwokhing/shap-xai-demo

explainable-ai explainable-ml shap xai

Last synced: about 1 month ago
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Demo on performing Explainable AI using the SHAP Library

• Host: GitHub
• URL: https://github.com/kwokhing/shap-xai-demo
• Owner: KwokHing
• Created: 2022-03-20T05:01:19.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2022-05-01T05:14:46.000Z (over 2 years ago)
• Last Synced: 2023-08-19T08:42:09.458Z (over 1 year ago)
• Topics: explainable-ai, explainable-ml, shap, xai
• Language: Jupyter Notebook
• Homepage:
• Size: 1.51 MB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
## Explainable AI using SHAP Library

This demo deploys the use of SHAP Library in an attempt in explaining the model's outcome

- SHAP Explorer

- SHAP Force Plot

- SHAP Summary Plot

- SHAP Dependence Plot

## Getting started

Open `Explainable AI Graded Hands-on Exercise.ipynb` on a jupyter notebook environment, or [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://githubtocolab.com/KwokHing/SHAP-XAI-Demo/blob/main/Explainable_AI_Graded_Hands_on_Exercise.ipynb)

The notebook consists of further technical details.