Fairness Courses and Certifications

AI Governance, Policy, and the Public Good

Explore AI governance, policy frameworks, and ethical considerations to build trustworthy artificial intelligence that promotes fairness and serves the public good.

• Udacity
• 3 hours
• On-Demand
• Paid Course

Machine Learning and Social Norms - Balancing Fairness and Accuracy

Machine learning's impact on social decisions: Exploring fairness, privacy, and accountability in algorithmic decision-making across various domains. Discusses recent research and challenges in embedding social norms into predictive algorithms.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Gopher Academy

Queues, Fairness, and The Go Scheduler

Explore Go's scheduler, its fairness mechanisms, and runtime APIs. Gain insights into Goroutine scaling, thread mapping, and scheduler control techniques.

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

Joint Mathematics Meetings

Political Geometry - Voting Districts, Compactness, and Ideas About Fairness

Explore political geometry, voting districts, and fairness concepts in redistricting through mathematical analysis and real-world examples from various U.S. states.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Fairness in Machine Learning with Tulsee Doshi

Explore ML fairness principles, concerns, and mitigation strategies. Learn about Google's approach to inclusive AI development and tools for evaluating and improving fairness in machine learning models.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Simons Institute

Generative Adversarial Models for Privacy and Fairness

Explore generative adversarial models for enhancing privacy and fairness in machine learning, covering differential privacy, GANs, and real-world applications in data publishing and encoding.

• YouTube
• 38 minutes
• On-Demand
• Free Video

Fairness, Accountability, and Transparency in Predictive Models for Criminal Justice

Explore fairness, accountability, and transparency in predictive modeling for criminal justice, with examples highlighting their importance in real-world applications.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

A Hands-On Introduction to Large Language Models for Fairness, Accountability, and Transparency Researchers

Hands-on exploration of large language models for researchers studying fairness, accountability, and transparency in AI systems.

• YouTube
• 1 hour 36 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Fairness in Machine Learning from the Perspective of Sociology of Statistics - How Machine Learning Is Becoming Scientific by Turning Its Back on Metrological Realism

Explore the intersection of machine learning fairness and sociology of statistics, examining how ML evolves scientifically by moving away from metrological realism.

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

Association for Computing Machinery (ACM)

Translation Tutorial - Fairness and Friends

Explore fairness in AI and its societal implications with experts from NYU and STOP. Gain insights into ethical considerations and practical approaches for responsible AI development.

• YouTube
• 1 hour 38 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Fairness, Equality, and Power in Algorithmic Decision-Making

Explore the ethical implications of algorithmic decision-making, focusing on fairness, equality, and power dynamics in AI systems and their societal impact.

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

Association for Computing Machinery (ACM)

Fairness, Welfare, and Equity in Personalized Pricing

Explore the ethical implications and economic impacts of personalized pricing strategies, focusing on fairness, consumer welfare, and equity considerations in dynamic market environments.

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

Association for Computing Machinery (ACM)

Privacy and Fairness

Explore differential privacy, stochastic optimization, and fairness in algorithms. Learn about new techniques, applications, and the importance of interaction in privacy-preserving machine learning.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

What We Can’t Measure, We Can’t Understand - Challenges to Demographic Data Procurement in the Pursuit of Fairness

Explore challenges in demographic data collection for fairness, covering recruitment, privacy laws, anti-discrimination policies, and organizational trustworthiness in pursuit of equitable AI systems.

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

Association for Computing Machinery (ACM)

What Does Fairness Mean in Data Protection Law

Explore legal concepts of fairness in data protection, examining justice, equality, and AI ethics through practical scenarios and GDPR implications.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Conference Talk