Roadmaps for risk mitigation
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  • Risk mitigation roadmaps
  • Mitigation Roadmaps
    • Improving generalization through model validationchevron-right
    • Hyperparameter Optimisationchevron-right
    • Handling dataset shiftchevron-right
    • Adversarial training for robustnesschevron-right
    • Data Minimization techniqueschevron-right
    • Measuring Bias and Discriminationchevron-right
    • Mitigating Bias and Discriminationchevron-right
    • Documentation for improved explainability of Machine Learning modelschevron-right
      • Step 1: Datasheets for Datasets
      • Step 2: Model Cards for Model Reporting
      • Additional Material
    • Extracting Explanations from Machine Learning Modelschevron-right
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  1. Mitigation Roadmapschevron-right
  2. Documentation for improved explainability of Machine Learning models

Additional Material

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Reading

Datasheet template Microsoftarrow-up-right

Gebru et al. 2021arrow-up-right

Mitchell et al. 2019arrow-up-right

https://ai.googleblog.com/2020/07/introducing-model-card-toolkit-for.htmlarrow-up-right

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Tools

https://www.microsoft.com/en-us/research/project/datasheets-for-datasets/ https://github.com/tensorflow/model-card-toolkit https://github.com/tensorflow/model-card-toolkit/blob/master/model_card_toolkit/documentation/examples/MLMD_Model_Card_Toolkit_Demo.ipynb https://modelcards.withgoogle.com/about arrow-up-right

PreviousStep 2: Model Cards for Model Reportingchevron-leftNextExtracting Explanations from Machine Learning Modelschevron-right

Last updated 3 years ago

  • Reading
  • Tools