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Feature/explainability comparison#103

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seemab24 wants to merge 4 commits intoombhojane:mainfrom
seemab24:feature/explainability-comparison
Open

Feature/explainability comparison#103
seemab24 wants to merge 4 commits intoombhojane:mainfrom
seemab24:feature/explainability-comparison

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@seemab24
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This Pull Request adds the following features:

  • Scaled the training and test data using StandardScaler.
  • Added SHAP and LIME comparison functionalities for model explainability.
  • Updated the model training process to use the scaled data.

Please review the code and provide feedback. Let me know if any adjustments are needed!

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🎉 Thank you for your contribution! Your pull request has been submitted successfully. A maintainer will review it as soon as possible. We appreciate your support in making this project better

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@ombhojane ombhojane left a comment

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hey please have tis project under /examples dir. up there create a meaningful project name as /explainability_comparison. then have all your codes and notebooks in that dir. Readme file would be a plus explaining about brief about project.

Thanks for contributing, looking to merge this PR

@seemab24
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Hi @ombhojane , I have updated the README and added the LIME and SHAP explanations, along with new model comparison steps. Please review the changes. Thank you!

@seemab24 seemab24 requested a review from ombhojane October 31, 2024 12:17
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2 participants