24 results found Sort:

Giskard-AI
giskard Giskard-AI
265
4.0k
apache-2.0
33
🐢 Open-Source Evaluation & Testing for ML & LLM systems
llm mlops llmops llm-eval ai-safety ml-safety ai-testing ml-testing ai-red-team ai-security fairness-ai llm-security ml-validation llm-evaluation rag-evaluation red-team-tools responsible-ai trustworthy-ai evaluation-framework ethical-artificial-intelligence
Created 2022-03-06
10,071 commits to main branch, last one 2 days ago
Trusted-AI
AIF360 Trusted-AI
839
2.4k
apache-2.0
91
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.
r ai bias codait python fairness trusted-ai bias-finder fairness-ai ibm-research deep-learning bias-detection bias-reduction discrimination bias-correction ibm-research-ai fairness-testing machine-learning artificial-intelligence fairness-awareness-model
Created 2018-08-22
437 commits to main branch, last one 4 months ago
fairlearn
fairlearn fairlearn
419
1.9k
mit
39
A Python package to assess and improve fairness of machine learning models.
ai harms fairness ai-systems fairness-ai fairness-ml group-fairness responsible-ai machine-learning fairness-assessment unfairness-mitigation artificial-intelligence
Created 2018-05-15
892 commits to main branch, last one a day ago
microsoft
responsible-ai-toolbox microsoft
362
1.4k
mit
31
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 libr...
ml ui widget jupyter widgets fairness fairness-ai fairness-ml data-science data-analysis visualization error-analysis explainability explainable-ai explainable-ml responsible-ai machinelearning interpretability machine-learning data-visualization
Created 2020-07-06
1,970 commits to main branch, last one 3 months ago
dccuchile
wefe dccuchile
14
173
mit
6
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 ca...
nlp library python3 fairness-ai fairness-ml nlp-library bias-detection bias-reduction word-embeddings word-embedding-fairness word-embedding-evaluation
Created 2020-03-11
274 commits to develop branch, last one 11 months ago
linkedin
LiFT linkedin
21
168
bsd-2-clause
15
The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.
scala spark fairness linkedin fairness-ai fairness-ml machine-learning
Created 2020-07-01
17 commits to main branch, last one 3 years ago
ResponsiblyAI
responsibly ResponsiblyAI
21
94
mit
6
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
bias audit ethics python fairness bias-finder fairness-ai fairness-ml data-science machine-bias bias-reduction bias-correction fairness-testing machine-learning artificial-intelligence fairness-awareness-model natural-language-processing
Created 2018-08-02
294 commits to master branch, last one 3 years ago
microsoft
SafeNLP microsoft
7
93
other
6
Safety Score for Pre-Trained Language Models
nlp ai-safety fairness-ai
Created 2022-07-02
31 commits to main branch, last one about a year ago
firmai
ml-fairness-framework firmai
16
70
unknown
5
FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)
xai alibi aif360 aix360 contrastive fairness-ai fairness-ml prototypical counterfactual explainable-ai explainable-ml fairness-indicators interpretable-machine-learning
Created 2020-03-11
63 commits to master branch, last one 3 years ago
aws
amazon-sagemaker-clarify aws
40
67
apache-2.0
20
Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.
fairness fairness-ai fairness-ml machine-learning
Created 2020-04-21
137 commits to master branch, last one 11 months ago
brandeis-machine-learning
awesome-ml-fairness brandeis-machine-learning
6
65
apache-2.0
2
Papers and online resources related to machine learning fairness
papers awesome fairness fairness-ai fairness-ml research-paper machine-learning human-ai-interaction trustworthy-machine-learning
Created 2021-07-17
70 commits to main branch, last one about a year ago
IBM
inFairness IBM
7
63
apache-2.0
7
PyTorch package to train and audit ML models for Individual Fairness
pytorch fairness fairness-ai responsible-ai machine-learning individual-fairness trustworthy-machine-learning
Created 2022-05-31
49 commits to main branch, last one about a year ago
pliang279
sent_debias pliang279
19
61
mit
3
[ACL 2020] Towards Debiasing Sentence Representations
fairness-ai machine-learning representation-learning natural-language-processing
Created 2020-01-27
31 commits to master branch, last one 3 years ago
pliang279
LM_bias pliang279
10
60
mit
4
[ICML 2021] Towards Understanding and Mitigating Social Biases in Language Models
fairness-ai language-model machine-learning natural-language-processing
Created 2021-06-11
22 commits to main branch, last one 2 years ago
deel-ai
influenciae deel-ai
3
56
other
3
👋 Influenciae is a Tensorflow Toolbox for Influence Functions
fairness-ai explainability explainable-ai misclassification outlier-detection influence-functions
Created 2021-10-04
193 commits to main branch, last one 6 months ago
AthenaCore
AwesomeResponsibleAI AthenaCore
10
52
mit
4
A curated list of awesome academic research, books, code of ethics, data sets, institutes, newsletters, principles, podcasts, reports, tools, regulations and standards related to Responsible, Trustwor...
ai xai ai-safety ethical-ai fairness-ai ai-alignment ai-standards awesome-list ai-governance ai-regulation explainable-ai responsible-ai trustworthy-ai interpretable-ai
Created 2021-09-05
262 commits to main branch, last one 9 days ago
CODAIT
presentations CODAIT
18
52
unknown
30
Talks & Workshops by the CODAIT team
fairness-ai fairness-ml open-source data-science deep-learning presentations machine-learning
Created 2019-09-23
205 commits to master branch, last one 3 years ago
fidelity
jurity fidelity
8
48
apache-2.0
13
[ACM 2024] Jurity: Fairness & Evaluation Library
metrics evaluation fairness-ai recommenders machine-learning
Created 2020-12-17
182 commits to master branch, last one 26 days ago
credo-ai
credoai_lens credo-ai
8
46
apache-2.0
7
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.
ai ml python jupyter reporting assessment fairness-ai fairness-ml data-science visualization responsible-ai machine-learning artificial-intelligence ethical-artificial-intelligence
This repository has been archived (exclude archived)
Created 2021-12-10
1,906 commits to develop branch, last one 4 months ago
cvs-health
langfair cvs-health
5
39
other
1
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
ai llm bias python fairness ai-safety ethical-ai fairness-ai fairness-ml bias-detection responsible-ai fairness-testing large-language-models artificial-intelligence
Created 2024-09-20
16 commits to main branch, last one 9 days ago
txsun1997
Metric-Fairness txsun1997
4
38
mit
1
EMNLP'2022: BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation
bertscore fairness-ai fairness-ml metric-bias deep-learning text-generation pretrained-language-model natural-language-processing
Created 2022-10-08
53 commits to main branch, last one 2 years ago
microsoft
responsible-ai-toolbox-genbit microsoft
7
37
other
11
A tool for gender bias identification in text. Part of Microsoft's Responsible AI toolbox.
gender jupyter fairnness fairness-ai fairness-ml gender-bias data-science machine-learning natural-language natural-language-processing
Created 2021-12-20
26 commits to main branch, last one about a year ago
microsoft
responsible-ai-workshop microsoft
9
32
cc-by-4.0
4
Responsible AI Workshop: a series of tutorials & walkthroughs to illustrate how put responsible AI into practice
ml widgets fairness principles fairness-ai fairness-ml error-analysis explainability explainable-ai explainable-ml mlops-workshop responsible-ai jupyter-notebook machine-learning
Created 2022-03-12
51 commits to main branch, last one 12 days ago
aida-ugent
fairret aida-ugent
1
26
mit
3
A fairness library in PyTorch.
ai bias python pytorch fairness fairness-ai fairness-ml deep-learning machine-learning artificial-intelligence
Created 2024-01-31
69 commits to main branch, last one 3 months ago