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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.
Created
2018-08-22
438 commits to main branch, last one 11 days ago
Curated list of open source tooling for data-centric AI on unstructured data.
nlp
data-drift
awesome-list
noisy-labels
data-curation
deep-learning
bias-detection
explainable-ai
feature-vector
synthetic-data
active-learning
computer-vision
data-centric-ai
data-versioning
machine-learning
outlier-detection
data-visualization
documentation-only
uncertainty-estimation
robust-machine-learning
Created
2023-02-27
34 commits to main branch, last one about a year ago
Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai
Created
2020-11-19
8 commits to main branch, last one 3 years ago
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...
Created
2020-03-11
274 commits to develop branch, last one about a year ago
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
Created
2024-09-20
183 commits to main branch, last one 23 hours ago
To help public defenders better serve their clients, Open Sentencing shows racial bias in data such as demographics providing insights for each case
Created
2020-08-13
102 commits to main branch, last one 2 years ago
Solutions on Practical Data Science Specialization on Coursera (offered by deeplearning.ai)
Created
2021-09-11
12 commits to main branch, last one 3 years ago
Learning to Split for Automatic Bias Detection
Created
2022-09-14
8 commits to main branch, last one about a year ago
Official repository for the paper "ALERT: A Comprehensive Benchmark for Assessing Large Language Models’ Safety through Red Teaming"
Created
2024-04-06
24 commits to master branch, last one 3 months ago
Tools for diagnostics and assessment of (machine learning) models
Created
2022-09-08
222 commits to main branch, last one 23 days ago
HonestyMeter: An NLP-powered framework for evaluating objectivity and bias in media content, detecting manipulative techniques, and providing actionable feedback.
Created
2023-04-18
372 commits to main branch, last one 4 months ago
"Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color" (ICCV 2023)
Created
2023-08-03
5 commits to main branch, last one about a year ago