Assess fairness of machine learning models and choose an appropriate fairness metric for your use case with Fairlearn
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Nov 23, 2021 - Jupyter Notebook
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fairlearn
Here are 14 public repositories matching this topic...
Personal Data Science Projects
data-science machine-learning deep-learning random-forest tensorflow scikit-learn exploratory-data-analysis keras pytorch style-transfer image-classification logistic-regression convolutional-neural-networks transfer-learning feature-engineering xgboost-model ethical-artificial-intelligence ethical-ai fairlearn
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Feb 15, 2023 - Jupyter Notebook
Demos about Teaching your Models to play fair with FairLearn
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Dec 8, 2020 - Jupyter Notebook
Learn different techniques for mitigating fairness-related harms using Fairlearn.
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Feb 24, 2022 - Jupyter Notebook
Microsoft Ignite - Getting started on your health-tech journey using responsible AI
azure health datascience healthcare data-scientists azure-machine-learning heart-disease interpretml fairlearn
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Jun 5, 2021 - Jupyter Notebook
A platform developed with Cash App to help ML engineers detect and visualize biases in models using Fairlearn. Features include a collaborative and interactive dashboard (React, Chart.js), a Flask backend, and a secure MySQL database for data storage and analysis.
react mysql python flask machine-learning numpy scikit-learn chartjs pandas pytest scipy bias-detection fairlearn
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Dec 4, 2024 - HTML
This repository was used for my thesis. The goal was to find a biased dataset, and mitigate its bias. That is done under the patients directory. Check the README file for more.
ml logistic-regression bias fairness eod odds patients aif360 equalized-odds demographic-parity fairlearn equalized us-diabetes-dataset
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Mar 10, 2025 - Jupyter Notebook
Evaluating Fairness in Machine Learning: Comparative Analysis of Fairlearn and AIF360
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Jun 10, 2024 - Jupyter Notebook
An ethically-aware deep learning project to predict credit card offer acceptance while mitigating income-based bias using SHAP, Fairlearn, and AIF360.
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Apr 21, 2025 - Jupyter Notebook
Demo's of FairLearn and InterpretML as described in my article on responsible AI.
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Nov 20, 2024 - Python
Student Success Model (SSM)
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Dec 30, 2024 - Python
A demonstration of detecting and mitigating bias in AI.
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Jul 26, 2023 - Jupyter Notebook
Mitigating bias for our model used to identify Glioblastoma Multiforme (tumors) using Xgboost.
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Jul 21, 2024 - Jupyter Notebook
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