Fairness Courses and Certifications

Practicing Fairness as a Manager

331 ratings at LinkedIn Learning

Learn the importance of practicing fairness as a manager and techniques to help you demonstrate fairness when managing your direct reports.

• LinkedIn Learning
• 45 minutes
• On-Demand
• Free Trial Available

MLOps Essentials: Monitoring Model Drift and Bias

18 ratings at LinkedIn Learning

Learn about the growing field of MLOps and the modeling techniques used to monitor model drift and bias.

• LinkedIn Learning
• 1 hour 5 minutes
• On-Demand
• Free Trial Available

Open Data Science

Responsible AI Dashboard - A Tool for Operationalizing Responsible AI

Explore Microsoft's Responsible AI Dashboard, an open-source framework integrating tools for error analysis, interpretability, fairness, and causal decision-making to build reliable and responsible AI products.

• YouTube
• 53 minutes
• 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

Simons Institute

The Ethical Algorithm

Explore ethical challenges in algorithmic design, focusing on data privacy and fairness. Learn about differential privacy, anonymization techniques, and defining fairness in AI systems.

• YouTube
• 1 hour 29 minutes
• On-Demand
• Free Video

Institute for Advanced Study

How Will Artificial Intelligence Change Ethics? - Pedro Domingos

Explore AI's impact on privacy, fairness, work, ethics, warfare, governance, and social media, examining how it challenges our understanding of human uniqueness.

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

Association for Computing Machinery (ACM)

Approximately Stable Committee Selection

Explore committee selection methods, focusing on fairness, stability, and approximation algorithms. Learn about preference models, participatory budgeting, and innovative approaches to achieve balanced representation.

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

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

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)

ACM-IMS Interdisciplinary Summit on the Foundations of Data Science

Explore cutting-edge data science topics with leading experts, including deep learning, reinforcement learning, robustness, fairness, and ethics, through keynote talks and panel discussions.

• YouTube
• 5 hours 59 minutes
• On-Demand
• Free Video

Build Responsible AI Using Error Analysis Toolkit

Explore Microsoft's Error Analysis toolkit for responsible AI, identifying model errors, diagnosing root causes, and building reliable solutions through interpretability, fairness, and debugging techniques.

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

Live Responsible AI Dashboard: One-Stop Shop for Operationalizing RAI in Practice - Episode 43

Explore the Responsible AI Dashboard, a comprehensive toolkit for ethical machine learning development. Learn about model debugging, fairness assessment, and responsible decision-making in AI systems.

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

GOTO Conferences

Machine Learning for Web3 - Realizing the Potential and the Challenge of Censorship Resistance

Exploring LLMs in Web3: applications, challenges, and building a censorship-resistant ML stack. Discusses smart-contract phishing, data indexing, and the need for innovative solutions in this evolving field.

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

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