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fairness-ml

Here are 89 public repositories matching this topic...

fairlearn / fairlearn

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DOC update fairlearn repository overview

12

hildeweerts commented Jul 14, 2021

Describe the issue linked to the documentation

The Fairlearn repository overview on our website is outdated. In particular, Visualization source code is no longer in the visualization directory.

Suggest a potential alternative/fix

remove "Visualization source code in the visualization directory"

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help wanted good first issue documentation

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Add code examples for API Reference section

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DOC Add versionadded and versionchanged to API reference

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microsoft / responsible-ai-widgets

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Error rate in the heatmap is not multiplied by 100

nushib commented Aug 7, 2021

Version of raiwidgets:
Python 3.7.11 (default, Jul 27 2021, 09:42:29) [MSC v.1916 64 bit (AMD64)] :: Anaconda, Inc. on win32
Type "help", "copyright", "credits" or "license" for more information.

import raiwidgets

print(raiwidgets.version)
0.9.2

Steps to reproduce:

Created two cohorts from the default tree: married and not married cohorts
Switched back to the al

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bug good first issue Error Analysis

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[Error Analysis]: The context menu in the tree map and heat map need to have the same content

Open

[Error Analysis] Support for bringing in features that are not being used by the model but useful for error analysis

tensorflow / fairness-indicators

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Tensorflow's Fairness Evaluation and Visualization Toolkit

tensorflow fairness-ml fairness-indicators

Updated Aug 12, 2021
Jupyter Notebook

twitter-research / image-crop-analysis

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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

machine-learning research computer-vision image-processing bias fairness fairness-ml

Updated May 21, 2021
Jupyter Notebook

linkedin / LiFT

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The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.

machine-learning scala spark linkedin fairness fairness-ai fairness-ml

Updated Mar 31, 2021
Scala

litian96 / fair_flearn

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Fair Resource Allocation in Federated Learning (ICLR '20)

distributed-optimization federated-learning fairness-ml alpha-fairness

Updated Aug 25, 2021
Python

dccuchile / wefe

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WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement 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!

nlp library word-embeddings python3 nlp-library bias-reduction bias-detection fairness-ai fairness-ml word-embedding-evaluation word-embedding-fairness

Updated Sep 2, 2021
Python

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

ResponsiblyAI / responsibly

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Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎

🤖

🧰

python data-science machine-learning natural-language-processing audit artificial-intelligence bias fairness bias-finder ethics bias-correction machine-bias bias-reduction fairness-testing fairness-awareness-model fairness-ai fairness-ml

Updated Aug 23, 2021
Python

firmai / ml-fairness-framework

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FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)

contrastive counterfactual explainable-ai explainable-ml xai interpretable-machine-learning fairness-ai aif360 fairness-ml alibi prototypical aix360 fairness-indicators

Updated Aug 30, 2021
Jupyter Notebook

fairmodels

ModelOriented / fairmodels

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Flexible tool for bias detection, visualization, and mitigation

fairness model-evaluation explainable-ml fairness-ml explain-classifiers fairness-comparison

Updated Jul 2, 2021
R

CODAIT / presentations

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Talks & Workshops by the CODAIT team

open-source data-science machine-learning deep-learning presentations fairness-ai fairness-ml

Updated Mar 22, 2021
Jupyter Notebook

naver / gdc

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Code for the ICLR 2021 paper "A Distributional Approach to Controlled Text Generation"

nlp machine-learning reinforcement-learning ai nlg language-model exponential-family fairness-ml information-geometry gpt-2 gpt3 controlled-nlg

Updated May 9, 2021
Python

aws / amazon-sagemaker-clarify

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Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.

machine-learning fairness fairness-ai fairness-ml

Updated Sep 7, 2021
Python

jmikko / fair_ERM

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Fair Empirical Risk Minimization (FERM)

Updated Sep 7, 2020
Python

kozodoi / fairness

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R package for computing and visualizing fair ML metrics

machine-learning r fairness discrimination disparate-impact algorithmic-fairness fairness-ai fairness-ml algorithmic-discrimination

Updated Jul 29, 2021
R

litian96 / TERM

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Tilted Empirical Risk Minimization (ICLR '21)

fairness-ml exponential-tilting learning-models-and-generalization label-noise-robustness

Updated Aug 25, 2021
Python

ashryaagr / Fairness.jl

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How to contribute?

9

Faldict commented Jul 9, 2020

Hello,

I find it is really an interesting project, and I would like to make some contribution. What can I start with?

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good first issue

XinyiYS / CollaborativeFairFederatedLearning

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Official implementation of our work "Collaborative Fairness in Federated Learning."

privacy collaborative-learning federated-learning fairness-awareness-model fairness-ml

Updated Sep 10, 2020
Jupyter Notebook

jphall663 / hc_ml

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Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

data-science machine-learning data-mining transparency fairness accountability interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

Updated Nov 19, 2019
TeX

h2oai / article-information-2019

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Article for Special Edition of Information: Machine Learning with Python

python data-science machine-learning interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml fairness-testing interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

Updated May 6, 2020
Jupyter Notebook

predictive-analytics-lab / EthicML

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Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

data-science machine-learning computer-vision toolkit pytorch fairness ethical-artificial-intelligence machine-bias ethical-data-science fairness-awareness-model algorithmic-fairness fairness-ai fairness-ml responsible-ai fairness-assessment fairness-comparison

Updated Sep 14, 2021
Python

emergingtechpolicy / awesome-ai-fairness

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Awesome list of AI Fairness tools, research papers, tutorials and any other relevant materials. For use by data scientists, AI engineers and policymakers alike.

fairness-ai fairness-ml

Updated Mar 15, 2019

amazon-research / bold

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Dataset associated with "BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation" paper

nlp text-generation nlg language-model bias bert nlg-dataset bert-model fairness-ml gpt-2

Updated Mar 2, 2021

mlr-org / mcboost

Sponsor Star

Multi-Calibration & Multi-Accuracy Boosting for R

machine-learning classification post-processing fairness ethics bias-correction bias-detection fairness-ai fairness-ml responsible-ai

Updated Sep 15, 2021
R

windxrz / DCFR

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Source code for KDD 2020 paper "Algorithmic Decision Making with Conditional Fairness".

fairness adversarial-learning fairness-ai fairness-ml

Updated Sep 4, 2020
Python

imtiazziko / Variational-Fair-Clustering

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Variational Fair clustering

clustering normalized-cuts spectral-clustering k-means-clustering fairness-ml bound-optimization

Updated Mar 1, 2021
Python

mlohaus / SearchFair

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Binary classification algorithm under fairness considerations.

machine-learning fairness-ml

Updated Apr 30, 2021
Python

benjaminrwilson / inequity-release

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Code to accompany 2019 paper.

machine-learning computer-vision pytorch object-detection fairness-ai fairness-ml

Updated May 15, 2021
Python

abacusai / intraprocessing_debiasing

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Code to accompany NeurIPS paper https://arxiv.org/abs/2006.08564

fairness-ai fairness-ml debiasing-neural-networks

Updated Dec 14, 2020
Python

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