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Search results for fairness
fairness
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197 search results found
Datasets
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4,094
TFDS is a collection of datasets ready to use with TensorFlow, Jax, ...
Awesome Machine Learning Interpretability
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3,241
A curated list of awesome responsible machine learning resources.
Aif360
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2,293
A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
Fairlearn
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1,727
A Python package to assess and improve fairness of machine learning models.
Dalex
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1,242
moDel Agnostic Language for Exploration and eXplanation
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.
Scikit Lego
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1,099
Extra blocks for scikit-learn pipelines.
Recsyspapers
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801
推荐/广告/搜索领域工业界经典以及最前沿论文集合。A collection of industry classics and cutting-edge papers in the field of recommendation/advertising/search.
Interpretable_machine_learning_with_python
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629
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
Aequitas
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606
Bias and Fairness Audit Toolkit
Blockingqueue
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461
Tutorial "Weeks of debugging can save you hours of TLA+". Each git commit introduces a new concept => check the git history!
Mli Resources
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405
H2O.ai Machine Learning Interpretability Resources
Easyfl
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395
An experimental platform to quickly realize and compare with popular centralized federated learning algorithms. A realization of federated learning algorithm on fairness (FedFV, Federated Learning with Fair Averaging, https://fanxlxmu.github.io/publication/ijcai2021/) was accepted by IJCAI-21 (https://www.ijcai.org/proceedings/2021/223).
Fairness Indicators
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327
Tensorflow's Fairness Evaluation and Visualization Toolkit
Seai
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299
CMU Lecture: Machine Learning In Production / AI Engineering / Software Engineering for AI-Enabled Systems (SE4AI)
Nlp_newsletter
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264
📰Natural language processing (NLP) newsletter
Fairml
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261
Awesome Fairness In Ai
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257
A curated list of awesome Fairness in AI resources
Awesome Trustworthy Deep Learning
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254
A curated list of trustworthy deep learning papers. Daily updating...
Ml Fairness Gym
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246
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!
Fair Classification
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144
Python code for training fair logistic regression classifiers.
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.
St Ssl
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107
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
Metrics
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102
This repository contains the results of the FAIR Metrics Group
Xaience
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100
All about explainable AI, algorithmic fairness and more
Fairgbm
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92
Train Gradient Boosting models that are both high-performance *and* Fair!
Fairness Comparison
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91
Comparing fairness-aware machine learning techniques.
Yamc
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89
C++ mutex collections, cross-platform header-only C++11 (or later) library.
Fairness In Ml
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88
This repository contains the full code for the "Towards fairness in machine learning with adversarial networks" blog post.
Cqr
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87
Conformalized Quantile Regression
Multichase
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86
Awesome Fair Graph Learning
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86
Paper List for Fair Graph Learning (FairGL).
Unicycle
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85
A futures abstraction that runs a set of futures which may complete in any order.
Fairlens
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76
Identify bias and measure fairness of your data
Vania
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76
A module which fairly distributes a list of arbitrary objects among a set of targets, considering weights.
Fairai
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76
This is a collection of papers and other resources related to fairness.
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
Dynamic Fairness
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73
Dynamic Fair Rankings
Themis
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72
Themis™ is a software fairness tester.
Fairmodels
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68
Flexible tool for bias detection, visualization, and mitigation
T2
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67
T2 Temporal Prover
Fairness_tutorial
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65
Hands-on tutorial on ML Fairness
Fat Forensics
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63
Modular Python Toolbox for Fairness, Accountability and Transparency Forensics
Rsmtool
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63
A Python package to facilitate research on building and evaluating automated scoring models.
Amazon Sagemaker Clarify
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63
Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.
Infairness
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58
PyTorch package to train and audit ML models for Individual Fairness
Awesome Distribution Shift
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57
A curated list of papers and resources about the distribution shift in machine learning.
Ml2en
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56
An algorithm that transliterates Malayalam script to Roman / Latin characters (commonly 'Manglish') with reasonable phonetic fairness. Available in Python, PHP, Javascript
Themis Ml
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55
A library that implements fairness-aware machine learning algorithms
Research
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54
📚 A compilation of research relevant to Data Together's efforts tackling the general problem of data resilience & interactivity
Machine Learning Ethics References
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54
List of references about Machine Learning bias and ethics
Drainqueuecongestion
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50
Congestion control algorithms evaluation on ns3
Aequitas
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49
Fairness regulator and rate limiter
Fairness
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49
Repo for GIAN fairness course
Dnikit
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47
A Python toolkit for analyzing machine learning models and datasets.
Icedata
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44
IceData: Datasets Hub for the *IceVision* Framework
Fairgnn
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44
A PyTorch implementation of "Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information" (WSDM 2021)
Pi
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43
Pi(π) blockchain code base.
Responsibly
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41
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
Moral Foundations
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35
Additional material for the paper "MoralStrength: Exploiting a Moral Lexicon and Embedding Similarity for Moral Foundations Prediction"
Awesome Ml Testing
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34
Awesome material(papers, tools, etc.) about testing machine learning system, including deep learning system.
Responsibleai
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34
A collection of news articles, books, and papers on Responsible AI cases. The purpose is to study these cases and learn from them to avoid repeating the failures of the past.
Awesome Ml Fairness
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32
Papers and online resources related to machine learning fairness
Chexclusion
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32
Code for the paper https://arxiv.org/abs/2003.00827
Mabel
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32
EMNLP 2022: "MABEL: Attenuating Gender Bias using Textual Entailment Data" https://arxiv.org/abs/2210.14975
Medfair
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31
MEDFAIR: Benchmarking Fairness for Medical Imaging
Fairness_measures_code
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31
Gwu_rml
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30
Guardian Ai
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29
Oracle Guardian AI Open Source Project is a library consisting of tools to assess fairness/bias and privacy of machine learning models and data sets.
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
Iti Gen
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25
[ICCV 2023 Oral, Best Paper Finalist] ITI-GEN: Inclusive Text-to-Image Generation
Fair Ml Reading Group
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25
Reading history for Fair ML Reading Group in Melbourne
Equalityml
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24
Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.
Rai Course
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23
Mcboost
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21
Multi-Calibration & Multi-Accuracy Boosting for R
Fairmlhealth
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20
Healthcare-specific tools for bias analysis
Flexible Fairness Constraints
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20
Code for ICML2019 Paper "Compositional Invariance Constraints for Graph Embeddings"
Fppdl
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20
code for TPDS paper "Towards Fair and Privacy-Preserving Federated Deep Models"
Ensure Loan Fairness Aif360
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19
A demonstration of the AI Fairness 360 toolbox for bias metrics, explanations, and remediation. Code Pattern: https://developer.ibm.com/patterns/ensuring-fairne
Ai Ethics
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19
Fairrec_www_2020
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19
Two-Sided Fairness for Personalized Recommendations in Two-Sided Platforms
Fairlib
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17
A framework for assessing and improving classification fairness.
Interpretable Ml
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17
Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.
Fairsight
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17
A visual analytic system for fair data-driven decision making
Fair_erm
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17
Fair Empirical Risk Minimization (FERM)
Fairrecsys
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17
Python scripts for studying bias in recommender systems
Automlx
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16
This repository contains demo notebooks (sample code) for the AutoMLx (automated machine learning and explainability) package from Oracle Labs.
Fairbatch
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16
FairBatch: Batch Selection for Model Fairness (ICLR 2021)
Gradient Driven Rewards To Guarantee Fairness In Collaborative Machine Learning
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16
Official code repository for our accepted work "Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning" in NeurIPS'21.
Fair Regression
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15
Code and simulated data for the paper “Fair Regression for Health Care Spending”
Multilingual_fairness_lrec
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15
Data and code repository of " Multilingual Fairness Evaluation for Hate Speech Detection ". LREC 2020.
Dcfr
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15
Source code for KDD 2020 paper "Algorithmic Decision Making with Conditional Fairness".
Uva Fact Ai Course
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15
This repository contains implementations of algorithms proposed in recent papers from top machine learning conferences on Fairness, Accountability, Confidentiality, and Transparency (FACT). These were implemented as part of the FACT-AI course at the University of Amsterdam.
Gerryfair
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15
library for fair auditing and learning of classifiers with respect to rich subgroup 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]
1-100 of 197 search results
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