Algorithmic Bias Courses and Certifications

Race, Technology, and Algorithmic Bias - Vision and Justice

Explore the intersection of race, technology, and algorithmic bias with experts discussing AI's limitations in recognizing dark-skinned faces and the role of arts in addressing these issues.

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

Unethical Algorithms of Massive Scale

Exploring the impact of biased search algorithms on opinions and voting behavior, with insights on new tracking systems to detect online manipulations and unethical practices.

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

Stanford CS109 - Fairness in Probability for Computer Scientists - Lecture 26

Explore fairness in probability and computer science, examining ethical considerations and algorithmic bias in data-driven decision-making systems.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Transparency in Algorithms for Risk Assessment, Housing, and Pretrial Detention

Explore the impact of algorithms on risk assessment, housing, and pretrial detention, focusing on transparency issues and their societal implications.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Algorithmic Bias in AI: Implications and Challenges - A Discussion with Cristopher Moore and Melanie Moses

Explore algorithmic bias in AI, its societal impacts, and the quest for transparency in decision-making systems. Delve into facial recognition flaws and implications for algorithmic justice.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Building Fairer AI Systems with Fairlearn - AI Show

Explore Fairlearn, an open-source toolkit for assessing and mitigating fairness issues in AI systems, focusing on potential negative impacts on different demographic groups.

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

USENIX Enigma Conference

What Public Interest AI Auditors Can Learn from Security Testing - Legislative and Practical Wins

Exploring legal and practical strategies for AI auditors to overcome barriers in testing algorithmic bias, drawing lessons from security testing practices and advocating for policy changes.

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

The Aspen Institute

Bias in Big Data and Artificial Intelligence - Protecting Against Algorithmic Discrimination

Explore the impact of algorithmic bias in AI and big data on marginalized communities, discussing ethical standards, regulation, and strategies for protecting against discrimination.

• YouTube
• 1 hour 5 minutes
• On-Demand
• 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
• On-Demand
• Free Video

The Aspen Institute

Machines and Morality - Ethical Implications of AI in Society

Explore ethical implications of AI, examining biases in algorithms, potential harmful outcomes, and the importance of instilling proper values in machine learning systems.

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

Electronic Frontiers Forums at DragonCon

Algorithmic Injustice and the Algorithmic Accountability Act

Explore algorithmic bias in criminal justice, shopping, and social media. Learn about the Algorithmic Accountability Act and its implications for addressing bias in everyday digital interactions.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Data Science Ethics

4 reviews

Learn how to think through the ethics surrounding privacy, data sharing, and algorithmic decision-making.

• edX
• 4 weeks, 3-4 hours a week
• On-Demand
• Free Online Course (Audit)

Exploring Algorithmic Bias as a Policy Issue: A Teach-Out

Explore algorithmic bias in policy, its impact on fairness and equity, and learn strategies to identify, discuss, and mitigate its effects on communities and decision-making processes.

• Coursera
• 9 hours 8 minutes
• On-Demand
• Free Online Course (Audit)

Developing Explainable AI (XAI)

Aprenda a desenvolver sistemas de IA explicáveis e confiáveis, dominando conceitos, técnicas e aplicações de XAI para criar soluções éticas e transparentes em domínios críticos.

• Coursera
• 8 hours 36 minutes
• On-Demand
• Free Online Course (Audit)

Ethical Issues in AI and Professional Ethics

Explore ethical challenges in AI, including algorithmic bias, professional ethics, and workplace issues. Gain insights into generative AI and the future of technology while developing a critical understanding of computing's societal impact.

• Coursera
• 1 day 13 hours 10 minutes
• On-Demand
• Free Online Course (Audit)