Showing 61-74 of 74 articles
Predictive Parity
Predictive parity is a group fairness metric in machine learning that holds when a classifier's positive predictive value (PPV), also called precision, is...
Machine Learning
Predictive rate parity
Predictive rate parity (PRP), also called predictive parity, predictive value parity, or the sufficiency criterion, is a group fairness metric in machine...
Machine Learning
Proxy (sensitive attributes)
A proxy for a sensitive attribute is an ordinary input feature that is statistically correlated with a protected characteristic (such as race, gender, age,...
Replika
Replika is an artificial intelligence companion chatbot developed and operated by Luka Inc., a San Francisco company founded in 2014 by Eugenia Kuyda and Phil...
AI Tools & ProductsConversational AI
Reporting Bias
Reporting bias is a type of data bias in machine learning that occurs when the frequency of events, properties, or outcomes captured in a dataset does not...
Data & DatasetsMachine Learning
Responsible AI
Responsible AI (RAI) is a framework for developing, deploying, and governing artificial intelligence systems in ways that are ethical, transparent,...
AI SafetyArtificial Intelligence
Sampling Bias
Sampling bias is a systematic error in statistics and machine learning that occurs when a sample is collected so that some members of the intended population...
Data & DatasetsMachine Learning
Selection Bias
Selection bias is a systematic error that occurs when the data used for analysis, training, or evaluation does not accurately represent the population or...
Data & DatasetsMachine Learning
Sensitive Attribute
A sensitive attribute (also called a protected attribute or protected characteristic) is any feature in a dataset that corresponds to a legally or ethically...
Machine Learning
Timnit Gebru
Timnit Gebru is an Ethiopian-born computer scientist and a leading researcher in AI ethics, best known for co-authoring the 2018 "Gender Shades" study on bias...
AI SafetyPeople
Toby Ord
Toby Ord is an Australian moral philosopher at the University of Oxford who founded the effective-altruism organisation Giving What We Can in 2009 and wrote...
AI SafetyPeople
ToxiGen
ToxiGen is a large-scale, machine-generated dataset designed for adversarial and implicit hate speech detection. Created by Thomas Hartvigsen, Saadia Gabriel,...
AI BenchmarksAI Safety
Unawareness (Fairness Through Unawareness)
Unawareness to a sensitive attribute, more commonly called fairness through unawareness (FTU), is a machine learning fairness approach that tries to make a...
Machine Learning
William MacAskill
William David MacAskill (born William Crouch; 24 March 1987) is a Scottish moral philosopher, author, and a co-founder of the effective altruism movement, best...
AI SafetyPeople