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LRP tutorial added for Model Interpretation Tutorial #1105

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466 changes: 0 additions & 466 deletions tutorials/Resnet_TorchVision_Interpret.ipynb

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578 changes: 578 additions & 0 deletions tutorials/TorchVision_Interpret.ipynb

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8 changes: 4 additions & 4 deletions website/pages/tutorials/index.js
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Expand Up @@ -68,11 +68,11 @@ class TutorialHome extends React.Component {
We then interpret the output of an example with a series of overlays using Integrated Gradients and DeepLIFT.
Find the tutorial <a href="CIFAR_TorchVision_Interpret">here</a>.

<h4>Interpreting vision with ResNet:</h4>
<h4>Interpreting vision with Pretrained models:</h4>
Like the CIFAR based tutorial above, this tutorial demonstrates how to use Captum for interpreting vision-focused models.
This tutorial begins with a pretrained resnet18 model and demonstrates how to use Intergrated Gradients along with Noise Tunnel.
The tutorial finishes with a demonstration of how to use GradientShap.
Find the tutorial <a href="Resnet_TorchVision_Interpret">here</a>.
This tutorial begins with a pretrained resnet18 and VGG16 model and demonstrates how to use Intergrated Gradients along with Noise Tunnel,
GradientShap, Occlusion, and LRP.
Find the tutorial <a href="TorchVision_Interpret">here</a>.

<h4>Feature ablation on images:</h4>
This tutorial demonstrates feature ablation in Captum, applied on images as an example.
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4 changes: 2 additions & 2 deletions website/tutorials.json
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Expand Up @@ -15,8 +15,8 @@
"title": "Intepreting vision with CIFAR"
},
{
"id": "Resnet_TorchVision_Interpret",
"title": "Interpreting vision with ResNet"
"id": "TorchVision_Interpret",
"title": "Interpreting vision with Pretrained Models"
},
{
"id": "Resnet_TorchVision_Ablation",
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