Association for Computing Machinery (ACM) Courses

Avoiding Disparity Amplification under Different Worldviews

Explore strategies to prevent amplification of disparities in machine learning systems while considering diverse worldviews, with a focus on fairness and utility in decision-making processes.

• YouTube
• 18 minutes
• Self-Paced
• Conference Talk

The Sanction of Authority - Promoting Public Trust in AI

Explore strategies for building public trust in AI through institutional authority, documentation practices, and ethical considerations in this insightful conference presentation.

• YouTube
• 19 minutes
• Self-Paced
• Conference Talk

Standardized Tests and Affirmative Action - The Role of Bias and Variance

Explore the impact of bias and variance in standardized tests on affirmative action policies, examining their role in shaping educational opportunities and social equity.

• YouTube
• 18 minutes
• Self-Paced
• Conference Talk

Mitigating Bias in Set Selection with Noisy Protected Attributes

Explore techniques for fair subset selection in machine learning when protected attributes are noisy or missing, addressing bias mitigation challenges in real-world applications.

• YouTube
• 16 minutes
• Self-Paced
• Conference Talk

Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies

Explore a framework for empowering the public's relationship with tech companies through data leverage, examining concepts like data levers, laundering, and conscious contribution.

• YouTube
• 20 minutes
• Self-Paced
• Conference Talk

Leveraging Administrative Data for Bias Audits - Assessing Disparate Coverage with Mobility Data for COVID-19 Policy

Explore how administrative data can be used to audit bias in mobility data for COVID-19 policies, addressing disparate coverage and its implications for decision-making.

• YouTube
• 20 minutes
• Self-Paced
• Conference Talk

Better Together? How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness

Explore how group size affects solidarity and actuarial fairness in insurance, challenging traditional notions and revealing complex implications for policy and social justice.

• YouTube
• 18 minutes
• Self-Paced
• Conference Talk

Can You Fake It Until You Make It? - Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness

Explore the effects of differentially private synthetic data on classification fairness, examining its potential and limitations in machine learning applications.

• YouTube
• 18 minutes
• Self-Paced
• Conference Talk

Towards Fair Deep Anomaly Detection

Explore fair deep anomaly detection techniques, addressing bias in machine learning algorithms through adversarial learning and minimizing adversarial loss, with experimental results and practical applications.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

The Effect of Differential Victim Crime Reporting on Predictive Policing Systems

Explore how differential victim crime reporting impacts predictive policing systems, analyzing models, synthetic data, and hotspot prediction to improve fairness in law enforcement.

• YouTube
• 19 minutes
• Self-Paced
• Conference Talk

Group Fairness - Independence Revisited

Explore the concept of group fairness and independence in algorithmic decision-making, examining its implications, limitations, and potential improvements for ethical AI systems.

• YouTube
• 17 minutes
• Self-Paced
• Conference Talk

Representativeness in Statistics, Politics, and Machine Learning

Explore the concept of representativeness across statistics, politics, and machine learning, examining its roots, applications, and ethical implications in various fields.

• YouTube
• 19 minutes
• Self-Paced
• Conference Talk

From SBOM to Trusted Software Supply Chain - How Far Are We?

Explore advancements in software supply chain security, from SBOM to vulnerability management and attack prevention, with insights on future directions and emerging technologies.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

Tradeoffs in the Software Workflow

Explore tradeoffs in software workflows, balancing fast releases with best practices. Learn strategies for reducing work-in-progress, optimizing value delivery, and managing technical debt in modern software engineering.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

From AI to Eternity - The Future of Artificial Intelligence and Ethics

Explore AI's history, ethics, and future with Dame Wendy Hall. Delve into diversity, government roles, internet evolution, and the societal impacts of AI technology.

• YouTube
• 30 minutes
• Self-Paced
• Free Video