Are feature such as occlusion analysis included for tabular data?

sicara / tf-explain

Interpretability Methods for tf.keras models with Tensorflow 2.x

https://tf-explain.readthedocs.io

MIT License

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Are feature such as occlusion analysis included for tabular data? #65

Closed amjass12 closed 5 years ago

amjass12 commented 5 years ago

Hello,

I was just wondering if any of the feature from tf-explain are planned to (or already) apply to tabular data and non-image data?

sorry if this has been answered, i have not be able to find this answer anywhere.

thanks.

RaphaelMeudec commented 5 years ago

Hi @amjass12, supporting tabular data isn't planned for the moment. Shap is doing pretty great with numerical values. However, we plan to extend to NLP models in the future (no clear timeline though)

amjass12 commented 5 years ago

Hi @RaphaelMeudec,

Thank you very much for clarifying! Yes I have been using Shap values and just looking around for other methods just to see how they compare.

Thanks again!