fairness-ai
Here are 128 public repositories matching this topic...
Examining the susceptibility of Fairness Measures to various scenarious of data imbalance
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Jan 21, 2023 - Jupyter Notebook
Codebase for "Fair-GAIN" for fair ML predictions.
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Mar 24, 2023 - Python
Affevtive Bias in Large Pre-trained Language Models
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Jan 24, 2023 - Jupyter Notebook
🔍In recent years the advancement of ML (machine learning) increased automation for tasks in different domains. One of the challanges was an issues with job recruitment systems that demonstrated bias toward female applicants [4]. This repo will investigate some of the techniques used to overcome these challenges. 👨🏽🔧
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Jul 3, 2022 - Jupyter Notebook
Fairness in Digital Image Forgery Detection System
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Oct 20, 2023 - Jupyter Notebook
Hmumu classifiers trained to be fair w.r.t. the invariant mass.
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Feb 26, 2019 - Python
FACT-AI (Fairness, Accountability, Confidentiality, and Transparency in AI) Project on Debiasing word embeddings
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Feb 3, 2020 - Jupyter Notebook
[Official Codes] Exploring the Impact of Temporal Bias in Point-of-Interest Recommendation (RecSys 22)
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Jul 26, 2022 - Jupyter Notebook
Code for the definition and testing of three new fairness-aware algorithms: Fair Decision Tree, Fair Genetic Pruning, and Fair LightGBM (FDT, FGP, FLGBM), completed for my Master's thesis.
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Jun 17, 2024 - Python
The aim of the project is to apply different global, local and performance interpretability methods as well as model fairness evaluations to a dataset with protected attributes. The dataset regards traffic violations in Montgomery, Maryland, USA. This is a fork of a group project of my Data Science for Business Master's Degree at HEC Paris.
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Nov 10, 2023 - Jupyter Notebook
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Feb 27, 2019 - Jupyter Notebook
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Apr 22, 2020
FairPy: A Python Library for Machine Learning Fairness
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Mar 1, 2023
All the material needed to implement FairVIC for bias mitigation in deep neural networks.
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May 2, 2024 - Jupyter Notebook
A collection of notebooks to explore bias, fairness and explainability of machine learning models
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Feb 7, 2021 - Jupyter Notebook
The GitHub repository for the reproducibility paper: Replication Study of "Fairness and Bias in Online Selection"
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May 23, 2022 - Jupyter Notebook
TrustyAI main documentation
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Jun 18, 2024 - CSS
Jupyter notebook simulating fairness metric results for race/ethnicity group for a process that depends on age only
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Sep 25, 2023 - Jupyter Notebook
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