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This tutorial can be used as a stepping stone to implement much sophisticated use cases of rather elaborate security functions such as network intrusion detection and reconciliation. Here we build a neural network and apply XAI to observe the important features that are contributing to the outputs.

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xai_tutorial's Introduction

Tutorial on XAI

Binder

This tutorial can be used as a stepping stone to implement much sophisticated use cases of security functions such as network intrusion detection and reconciliation. Here we build a neural network and apply SHAP and LIME packages to observe the important features that are contributing to the outputs.

Running the tutorial

You can quickly run the tutorial on Binder by clicking on launch binder badge above. It can take some time though.

Future work

We will keep improving this repository for new additions:

  • Expanded discussions on explanations
  • Testing for various attacks

xai_tutorial's People

Contributors

t-t-s avatar thulithats avatar

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Kostas Georgiou avatar  avatar

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