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fairness

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fairlearn / fairlearn

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jphall663 / interpretable_machine_learning_with_python

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Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

python data-science machine-learning data-mining h2o gradient-boosting-machine transparency decision-tree fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability
  • Updated Feb 10, 2021
  • Jupyter Notebook

microsoft / responsible-ai-widgets

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deep-explanation-penalization

laura-rieger / deep-explanation-penalization

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Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

python data-science machine-learning ai deep-learning neural-network jupyter-notebook ml pytorch artificial-intelligence convolutional-neural-network fairness interpretability cdep feature-importance recurrent-neural-network interpretable-deep-learning explainable-ai explainability fairness-ml
  • Updated Mar 22, 2021
  • Jupyter Notebook

EducationalTestingService / rsmtool

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Streamline the code for flagging warnings in the reports

aloukina
aloukina commented Jul 19, 2021

When tests are run in STRICT mode, we check for any errors or warnings in the report.

We currently have two functions:

test_utils.check_report https://github.com/EducationalTestingService/rsmtool/blob/main/rsmtool/test_utils.py#L767 checks for both errors and warnings

collect_warning_messages_from_report https://github.com/EducationalTestingService/rsmtool/blob/main/rsmtool/test_u

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fairlens

synthesized-io / fairlens

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Cross reference API reference in docs

rob-tay
rob-tay commented Aug 6, 2021

Is your feature request related to a problem? Please describe.
The documentation references object names in the user guides and tutorials but they are not cross-referenced to the respective entry in the API reference. It would be nicer to be able to click on the name and it takes you to the more detailed API reference for that object.

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good first issue status:triage

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