Association for Computing Machinery (ACM) Courses

Models for Classifying AI Systems - The Switch, the Ladder, and the Matrix

Explore three models for classifying AI systems: the Switch, the Ladder, and the Matrix. Gain insights into AI governance and evaluation criteria for effective classification frameworks.

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

What is Proxy Discrimination?

Explore automated decision-making, proxy discrimination, and its various forms, including causal descendants, influence, and capacity-induced use in algorithmic systems.

• YouTube
• 15 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 impact of differentially private synthetic data on classification fairness, examining its potential for preserving privacy while maintaining data utility in machine learning.

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

The Algorithmic Leviathan - Arbitrariness, Unfairness, and Opportunity in Algorithmic Decision Making

Explore the ethical implications of algorithmic decision-making systems, focusing on arbitrariness, unfairness, and potential solutions in automated processes across various domains.

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

How Can I Choose an Explainer? An Application-Grounded Evaluation of Post-Hoc Explanations

Evaluates post-hoc explanations for machine learning models, comparing different explainers to help practitioners choose the most suitable one for their specific application and context.

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

The Ethics of Emotion in Artificial Intelligence Systems

Explore ethical implications of emotion in AI systems, covering theories, proxy data, and concerns. Gain insights into the intersection of AI, emotions, and ethics.

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

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

Explore differential privacy in healthcare ML, addressing unique challenges, extreme tradeoffs, and fairness considerations for underrepresented groups in medical datasets.

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

From Papers to Programs - Courts, Corporations, Clinics and the Battle over Computerized Psychological Testing

Explore the evolution and controversies surrounding computerized psychological testing, examining its impact on courts, corporations, and clinics in this thought-provoking presentation.

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

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

Explores racial categorization in computer vision, examining usage, consistency, and implications for fairness in AI systems. Highlights challenges and potential biases in facial recognition technology.

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

Impossible Explanations? Beyond Explainable AI in the GDPR from a COVID-19 Use Case Scenario

Exploring AI explainability challenges in GDPR compliance using COVID-19 scenarios, emphasizing justifiability over technical explanations in legal and ethical contexts.

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

A Pilot Study in Surveying Clinical Judgments to Evaluate Radiology Report Generation

Explore a pilot study on evaluating AI-generated radiology reports through clinical judgments, examining methodologies, results, and implications for healthcare technology.

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

An Agent-Based Model to Evaluate Interventions on Online Dating Platforms to Decrease Racial Homogamy

Explore an agent-based model evaluating interventions on dating platforms to reduce racial homogamy, examining societal impacts and potential solutions.

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

High Dimensional Model Explanations - An Axiomatic Approach

Explore axiomatic approaches to high-dimensional model explanations, covering value functions, design principles, and characterization results, with a case study on movie reviews.

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

Narratives and Counternarratives on Data Sharing in Africa

Explore narratives and counternarratives on data sharing in Africa, examining challenges, power dynamics, trust issues, and open data implications for the continent's digital landscape.

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

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