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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 4 months 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
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
Created
2024-09-20
316 commits to main branch, last one 5 days 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
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 3 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 7 months ago
Tools for diagnostics and assessment of (machine learning) models
Created
2022-09-08
229 commits to main branch, last one about a month 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
HonestyMeter: An NLP-powered framework for evaluating objectivity and bias in media content, detecting manipulative techniques, and providing actionable feedback.
Created
2023-04-18
374 commits to main branch, last one 3 months ago