tutorials.json

{
  "Introduction to Captum": [
     {
      "id": "Titanic_Basic_Interpret",
      "title": "Getting started with Captum"
    }
  ],
  "Attribution": [
    {
      "id": "IMDB_TorchText_Interpret",
      "title": "Interpreting text models"
    },
    {
      "id": "CIFAR_TorchVision_Interpret",
      "title": "Intepreting vision with CIFAR"
    },
    {
      "id": "Resnet_TorchVision_Interpret",
      "title": "Interpreting vision with ResNet"
    },
    {
      "id": "Resnet_TorchVision_Ablation",
      "title": "Feature ablation on images with ResNet"
    },
    {
      "id": "Multimodal_VQA_Interpret",
      "title": "Interpreting multimodal models"
    },
    {
      "id": "House_Prices_Regression_Interpret",
      "title": "Interpreting a regression model of Boston house prices"
    },
    {
      "id": "Segmentation_Interpret",
      "title": "Interpreting semantic segmentation models"
    },
    {
      "id": "Distributed_Attribution",
      "title": "Using Captum with torch.distributed"
    },
    {
      "id": "DLRM_Tutorial",
      "title": "Interpreting Deep Learning Recommender Models"
    },
    {
      "id": "Image_and_Text_Classification_LIME",
      "title": "Interpreting vision and text models with LIME"
    },
    {
      "title": "Interpreting BERT",
      "children": [
        {
          "id": "Bert_SQUAD_Interpret",
          "title": "Interpreting question answering with BERT Part 1"
        },
        {
          "id": "Bert_SQUAD_Interpret2",
          "title": "Interpreting question answering with BERT Part 2"
        }
      ]
    }
  ],
  "Robustness": [
    {
      "id": "CIFAR_Captum_Robustness",
      "title": "Applying robustness attacks and metrics to CIFAR model and dataset"
    }
  ],
  "Concept": [
    {
      "id": "TCAV_Image",
      "title": "TCAV for image classification for googlenet model"
    },
    {
      "id": "TCAV_NLP",
      "title": "TCAV for NLP sentiment analysis model"
    }
  ],
  "Captum Insight": [
    {
      "id": "CIFAR_TorchVision_Captum_Insights",
      "title": "Getting started with Captum Insights"
    },
    {
      "id": "Multimodal_VQA_Captum_Insights",
      "title": "Using Captum Insights with multimodal models (VQA)"
    }
  ]
}