Group Fairness Courses and Certifications

Can Algorithms Bend the Arc Toward Justice?

Explore the intersection of algorithms and justice in this 1-2 hour workshop by Santa Fe Institute, featuring discussions on fairness, risk assessment, and predictive policing.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Cynthia Dwork - Group Fairness and Individual Fairness - IPAM at UCLA

Explore algorithmic fairness with Harvard's Cynthia Dwork in this short program by IPAM at UCLA, delving into group and individual fairness notions.

• YouTube
• 59 minutes
• On-Demand
• Free Online Course

Association for Computing Machinery (ACM)

Measurement and Fairness

Explore measurement and fairness in computing with ACM's short program. Learn about reliability, concert validity, and group fairness in under an hour.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Removing Spurious Features Can Hurt Accuracy and Affect Groups Disproportionately

Explore the impact of removing spurious features on accuracy and group bias in this ACM research track. Less than 1 hour of material.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Chasing Your Long Tails - Differentially Private Prediction in Health Care Settings

Explore differential privacy in healthcare settings with ACM's short program. Learn about machine learning, datasets, tradeoffs, and future directions in less than an hour.

• YouTube
• 19 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

One Label, One Billion Faces - Usage and Consistency of Racial Categories in Computer Vision

Explore racial categories in computer vision with ACM's concise study, covering face recognition, group fairness, and stereotypes. Less than 1-hour workload.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Group Fairness - Independence Revisited

Explore group fairness and its implications in computing with ACM's concise study, delving into definitions, gerrymandering, and accuracy increments. Less than 1-hour workload.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Translation Tutorial - A History of Quantitative Fairness in Testing

Explore the history of quantitative fairness in fields like education and hiring with this 1-2 hour tutorial by ACM. Learn about group fairness concepts and identify opportunities for further research.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Decoupled Classifiers for Group-Fair and Efficient Machine Learning

Explore group-fair and efficient machine learning with Nicole Immorlica from ACM. Less than an hour's study with insights from Harvard and Microsoft Research.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Simons Institute

The Limits of Group Fairness and Predictive Multiplicity

Explore the boundaries of group fairness and predictive multiplicity in machine learning with Harvard's Flavio Calmon, in under an hour, offered by Simons Institute.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course