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Search results for fairness ml
fairness-ml
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53 search results found
Fairlearn
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1,727
A Python package to assess and improve fairness of machine learning models.
Responsible Ai Toolbox
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1,187
Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.
Awesome Imbalanced Learning
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1,164
Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切:论文、代码、框架与库
Fairness Indicators
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327
Tensorflow's Fairness Evaluation and Visualization Toolkit
Synthcity
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292
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
Image Crop Analysis
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198
Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency
Wefe
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169
WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!
Lift
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129
The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.
Fair_flearn
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121
Fair Resource Allocation in Federated Learning (ICLR '20)
Gdc
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99
Code for the ICLR 2021 paper "A Distributional Approach to Controlled Text Generation"
Fairgbm
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92
Train Gradient Boosting models that are both high-performance *and* Fair!
Deep Explanation Penalization
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74
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
Ml Fairness Framework
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68
FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)
Fairmodels
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68
Flexible tool for bias detection, visualization, and mitigation
Amazon Sagemaker Clarify
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63
Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.
Presentations
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51
Talks & Workshops by the CODAIT team
Term
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51
Tilted Empirical Risk Minimization (ICLR '21)
Dnikit
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47
A Python toolkit for analyzing machine learning models and datasets.
Credoai_lens
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44
Credo AI Lens is a comprehensive assessment framework for AI systems. Lens standardizes model and data assessment, and acts as a central gateway to assessments created in the open source community.
Responsibly
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41
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
Awesome Ml Fairness
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32
Papers and online resources related to machine learning fairness
Fairness.jl
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28
Julia Toolkit with fairness metrics and bias mitigation algorithms
Fairness
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27
R package for computing and visualizing fair ML metrics
Collaborativefairfederatedlearning
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25
Official implementation of our work "Collaborative Fairness in Federated Learning."
Ethicml
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25
Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency
Equalityml
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24
Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.
Mcboost
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21
Multi-Calibration & Multi-Accuracy Boosting for R
Bold
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21
Dataset associated with "BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation" paper
Metric Fairness
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20
EMNLP'2022: BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation
Responsible Ai Toolbox Genbit
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18
A tool for gender bias identification in text. Part of Microsoft's Responsible AI toolbox.
Fair_erm
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17
Fair Empirical Risk Minimization (FERM)
Fairbatch
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16
FairBatch: Batch Selection for Model Fairness (ICLR 2021)
Dcfr
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15
Source code for KDD 2020 paper "Algorithmic Decision Making with Conditional Fairness".
Debias Vision Lang
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14
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning [AACL 2022]
Fade
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14
[KDD2021] Federated Adversarial Debiasing for Fair and Transferable Representations: Optimize an adversarial domain-adaptation objective without adversarial or source data.
Hc_ml
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12
Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.
Article Information 2019
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10
Article for Special Edition of Information: Machine Learning with Python
Responsible Ai Workshop
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9
Responsible AI Workshop: a series of tutorials & walkthroughs to illustrate how put responsible AI into practice
Awesome Ai Fairness
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8
Awesome list of AI Fairness tools, research papers, tutorials and any other relevant materials. For use by data scientists, AI engineers and policymakers alike.
Ml Testing
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8
ML Testing for Everyone. Find issues before they become problems.
Circle
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8
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions
Inequity Release
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8
Code to accompany 2019 paper.
Ldp Fairness Impact
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7
Repository for the DBSec 2023 paper "(Local) Differential Privacy has NO Disparate Impact on Fairness"
Variational Fair Clustering
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7
Variational Fair clustering
Intraprocessing_debiasing
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7
Code to accompany NeurIPS paper https://arxiv.org/abs/2006.08564
Dsit
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7
Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"
Robust Counterfactuals
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6
Repo of the paper "On the Robustness of Sparse Counterfactual Explanations to Adverse Perturbations"
Shapley_valuation
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6
PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuation of Data" by Amirata Ghorbani and James Zou [ICML 2019]
Fairness
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6
Enforcing fairness in binary and multiclass classification
Searchfair
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6
Binary classification algorithm under fairness considerations.
Ai Fairness
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5
Notes, references and materials on AI Fairness that I found useful and helped me in my research. Recommendations are welcome.
Wordbias
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5
WordBias: Visualizing Intersectional Social biases encoded in Word Embeddings
Kaggle Titanic
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5
Trying out things on Kaggle's Titanic dataset
1-53 of 53 search results
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