148-tutorials-readme #172
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| ## Tutorials | ||||||
| This folder contains DIANNA tutorial notebooks. | ||||||
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| Tutorials are available for several combinations of data modality, dataset and explanability method. | ||||||
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| Use the links in the tables below to directly go to a tutorial notebook: | ||||||
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| <!--- to do: check if LIME is for LeafSNap (Simple Sicnetific) or more. DO we need Images row or each notebook is for 1 dataset only!? --> | ||||||
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| ### Images | ||||||
| |Data \ XAI|RISE|LIME|KernelSHAP| | ||||||
| |:-----|:---|:---|:---| | ||||||
| |_Images_|[]()|[link](lime_images.ipynb)|[]()| | ||||||
| |Binary MNIST |[link](rise_mnist.ipynb)| []()| [link](kernelshap_mnist.ipynb)| | ||||||
| |Simple geometric (circles and triangles) <img width="20" alt="SimpleGeometric Logo" src="https://user-images.githubusercontent.com/3244249/151539027-f2fc3fc0-282a-4993-9680-74ee28bcd360.png">|[]()| []()| [link](kernelshap_geometric_shapes.ipynb)| | ||||||
| |Simple scientific (Leafsnap30) <img width="20" alt="LeafSnap30 Logo" src="https://user-images.githubusercontent.com/3244249/151539100-dbdfe0f8-485f-45d4-a249-a1f79e970066.png"> []()| []()| []()| | ||||||
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Suggested change
Let's comment it out as long as we don't have any notebooks yet, it's a bit weird to have an empty row in the table. There was a problem hiding this comment. I think we have 1 notebook in progress by Yang? |
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| |Imagenet |[link](rise_imagenet.ipynb)| []()| []()| | ||||||
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| ### Text | ||||||
| |Data \ XAI|RISE|LIME|KernelSHAP| | ||||||
| |:-----|:---|:---|:---| | ||||||
| |Stanford sentiment treebank|[]()|[link](lime_text.ipynb)|[]()| | ||||||
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The original idea was one image dataset for each method, but there are some extra notebooks. I would only do one row for images, but multiple is also fine. LIME was only done for leafsnap
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I will probably redo it. Have to see how to make this PR draft again.