Fairness Courses and Certifications

Alan Turing Institute

Introduction to Data Ethics - Brent Mittelstadt

Explore data ethics with Dr. Mittelstadt, covering algorithmic fairness, accountability, transparency, and privacy. Learn about ethical challenges in AI and data analytics, with real-world examples and regulatory insights.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Online Course

Explore ethical aspects of AI, including non-maleficence, accountability, transparency, human rights, and fairness. Develop critical thinking skills to address AI's ethical challenges and implications.

• Independent
• On-Demand
• Free Certificate

Finding Fairness - Incorporating Societal Values in Computer Algorithms

Exploring algorithmic fairness and privacy in computer science, addressing concerns about incorporating societal values into technology as it increasingly impacts our lives.

• YouTube
• 48 minutes
• On-Demand
• Free Online Course

Kathleen Creel- Arbitrariness, Fairness, and Opportunity in Algorithmic Decision-Making Systems

Explore the ethical implications of algorithmic decision-making, focusing on arbitrariness at scale, its moral and legal issues, and potential technical solutions to mitigate harm.

• YouTube
• 58 minutes
• On-Demand
• Free Online Course

Data Ethics, AI and Responsible Innovation

Explore ethical challenges in data-driven innovation, AI, and machine learning through real-world case studies. Gain insights on bias, fairness, privacy, and accountability in various sectors.

• Coursera
• 15 hours 41 minutes
• On-Demand
• Free Online Course (Audit)

Justice, fairness and mediation

3 ratings at OpenLearn

This free course, Justice, fairness and mediation, considers the concepts of justice and fairness from various perspectives but mainly focuses on effective policing and community empowerment. 

• OpenLearn
• 4 hours
• On-Demand
• Free Certificate

Notre Dame

Ethics of Technology

23 ratings at Coursera

Explore ethical implications of data analytics, connecting privacy, justice, and corporate responsibility with new technologies. Develop critical thinking skills for evaluating AI and emerging tech capabilities.

• Coursera
• 16 hours 15 minutes
• On-Demand
• Free Online Course (Audit)

CertNexus

Detect and Mitigate Ethical Risks

83 ratings at Coursera

Learn strategies to identify and mitigate ethical risks in data-driven technologies, covering privacy, accountability, transparency, fairness, and safety concerns in AI development and deployment.

• Coursera
• 19 hours 19 minutes
• On-Demand
• Free Online Course (Audit)

Responsible AI Practices

Learn responsible AI practices, including core dimensions, AWS tools, model selection, data preparation, transparency, and human-centered design for explainable AI systems.

• Coursera
• 1 hour 3 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Responsible AI for Developers

Equip yourself with essential skills to build ethical AI systems. Learn to mitigate bias, interpret models, prioritize privacy, and ensure safety in AI development using Google Cloud tools.

• Coursera
• On-Demand
• Paid Course
• 3 courses

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 Online Course

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 Online Course

Responsible & Safe AI Systems

Explore ethical, social, and safety aspects of AI systems. Learn about algorithmic transparency, fairness, interpretability, and potential risks. Develop critical thinking skills for responsible AI development and deployment.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Values and Ethics: Case Studies in Action

955 ratings at LinkedIn Learning

Deepen your understanding of values and ethics by evaluating scenarios where competing demands throw corporate values into conflict.

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

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