DiCE

Getting Started:

  • Diverse Counterfactual Explanations (DiCE) for ML

Notebooks:

  • Quick introduction to generating counterfactual explanations using DiCE
  • Defining meta data
  • Loading trained ML model
  • Generate diverse counterfactuals
  • Advanced options to customize Counterfactual Explanations
  • Generate feasible counterfactual explanations using a VAE
  • Adding feasibility constraints

Package:

  • dice_ml package
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dice_mlΒΆ

  • dice_ml package
    • Subpackages
      • dice_ml.data_interfaces package
        • Submodules
        • dice_ml.data_interfaces.private_data_interface module
        • dice_ml.data_interfaces.public_data_interface module
        • Module contents
      • dice_ml.explainer_interfaces package
        • Submodules
        • dice_ml.explainer_interfaces.dice_KD module
        • dice_ml.explainer_interfaces.dice_genetic module
        • dice_ml.explainer_interfaces.dice_pytorch module
        • dice_ml.explainer_interfaces.dice_random module
        • dice_ml.explainer_interfaces.dice_tensorflow1 module
        • dice_ml.explainer_interfaces.dice_tensorflow2 module
        • dice_ml.explainer_interfaces.explainer_base module
        • dice_ml.explainer_interfaces.feasible_base_vae module
        • dice_ml.explainer_interfaces.feasible_model_approx module
        • Module contents
      • dice_ml.model_interfaces package
        • Submodules
        • dice_ml.model_interfaces.base_model module
        • dice_ml.model_interfaces.keras_tensorflow_model module
        • dice_ml.model_interfaces.pytorch_model module
        • Module contents
      • dice_ml.utils package
        • Subpackages
        • Submodules
        • dice_ml.utils.exception module
        • dice_ml.utils.helpers module
        • dice_ml.utils.serialize module
        • Module contents
    • Submodules
    • dice_ml.counterfactual_explanations module
    • dice_ml.data module
    • dice_ml.dice module
    • dice_ml.diverse_counterfactuals module
    • dice_ml.model module
    • Module contents

© Copyright 2020, Ramaravind, Amit, Chenhao

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