Fairness Courses and Certifications

Association for Computing Machinery (ACM)

Probing ML Models for Fairness with the What-if Tool and SHAP

Explore ML model fairness using What-if Tool and SHAP. Learn to analyze and visualize model behavior, detect biases, and understand feature importance for responsible AI development.

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

Association for Computing Machinery (ACM)

Challenges of Incorporating Algorithmic Fairness into Industry Practice

Explore challenges in implementing algorithmic fairness in industry, covering stakeholder involvement, data gathering, resourcing, and prioritizing tradeoffs. Gain insights into practical approaches and potential pitfalls.

• YouTube
• 1 hour 36 minutes
• Self-Paced
• Conference Talk

Association for Computing Machinery (ACM)

21 Definitions of Fairness and Their Politics

Explore 21 mathematical definitions of fairness in machine learning, their embedded values, and implications for ethics and policy. Gain insights into the complexities of algorithmic fairness and its connection to theories of justice.

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

Simons Institute

Individual Statistical Fairness

Explore statistical fairness in machine learning, focusing on individual-level impacts and false negative rates beyond differential privacy.

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

Simons Institute

Algorithmic Decision Making and the Cost of Fairness

Explore algorithmic decision-making in pre-trial settings, examining bias identification, fairness concerns, and the trade-offs between accuracy and equity in automated systems.

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

Simons Institute

Algorithmic Fairness and Quantum Computation

Experts discuss cutting-edge research in algorithmic fairness and quantum computation, exploring challenges, advancements, and potential impacts on technology and society.

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

Alan Turing Institute

AI UK - Doing Better in Data Science – From Algorithmic Fairness to Diversity

Experts discuss responsible AI, diversity in data science, and creating fair, inclusive AI systems. Explore challenges and opportunities in algorithmic fairness, team diversity, and equitable AI access across society.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Alan Turing Institute

Counterfactual Fairness

Explore causal inference tools for modeling fairness in machine learning, addressing bias and ensuring equitable decisions across demographic groups.

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

API Priority and Fairness - Kube-APIServer Flow-control Protection

Explore API Priority and Fairness in Kubernetes, enhancing API Server protection and request management for improved stability and multi-tenancy support.

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

Ethical AI for the Workplace: Safe, Smart & Responsible Use

253 ratings at Udemy

Practical guide to fairness, transparency, accountability, and privacy in ethical AI for workplace applications.

• Udemy
• 1 hour 41 minutes
• Self-Paced
• Paid Course

AI Literacy for All Employees

202 ratings at Udemy

Learn the basics of AI and how to use it effectively in your daily work

• Udemy
• 9 hours 11 minutes
• Self-Paced
• Paid Course

Fairness in Networks - Information Access, Disadvantage, and Clustering

Explore fairness in social networks, examining information access, disadvantage, and clustering. Learn about interventions for equal access and the implications of network-based information flow.

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

Equity and Fairness of Single- versus Double-Blind Review

Explore the impact of single- and double-blind review processes on equity and fairness in academic publishing, examining potential biases and their implications for scientific advancement.

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

Fairness in Machine Learning: Tasks, Experiences, and Performance Measures

Explore fairness in machine learning, focusing on risk assessment tasks, data representation challenges, and performance measures. Learn about new findings and alternative approaches to promote equitable AI systems.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

A Short-term Intervention for Long-term Fairness in the Labor Market

Explores a dynamic model of labor market inequality, proposing a temporary fairness intervention to address racial disparities and improve long-term outcomes for disadvantaged groups.

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