Fairness Courses and Certifications

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

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

The Full Stack

Ethics - Full Stack Deep Learning - Spring 2021

Explore AI ethics, covering long-term challenges, hiring practices, fairness, representation, and best practices. Gain insights into crucial ethical considerations for AI development and implementation.

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

The Full Stack

Xavier Amatriain on Practical Deep Learning Systems - November 2019

Practical insights on deep learning systems, covering data handling, model selection, architecture engineering, and real-world implementation challenges in various domains.

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

Simulating Apache Mesos Framework - Insights from Cook Scheduler Testing

Explore Apache Mesos framework simulation for testing algorithm changes, uncovering bugs, and improving system performance without running the entire distributed system.

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

Alan Turing Institute

NATS and Turing EPSRC Prosperity - Synthetic Data Generation and Assessment

Explore synthetic data generation and assessment for AI applications with Mihaela van der Schaar. Learn about cutting-edge techniques to create and evaluate artificial datasets for machine learning and data science research.

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

Alan Turing Institute

The GDPR and Beyond - Ideas from Academia and Policy Panel

Exploring GDPR's impact on data protection, automated decision-making, and AI regulation. Experts discuss key concepts, implementation challenges, and future implications for governments and corporations.

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

Alan Turing Institute

The GDPR and Beyond - Elizabeth Denham, UK Information Commissioner

Elizabeth Denham discusses GDPR implementation, its impact on data protection, and future implications for AI regulation. Insights from the UK's top data protection official on privacy, innovation, and accountability.

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

Association for Computing Machinery (ACM)

Translation Tutorial - Fairness and Friends

Explore fairness in AI and its societal implications with experts from NYU and STOP. Gain insights into ethical considerations and practical approaches for responsible AI development.

• YouTube
• 1 hour 38 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Fairness, Equality, and Power in Algorithmic Decision-Making

Explore the ethical implications of algorithmic decision-making, focusing on fairness, equality, and power dynamics in AI systems and their societal impact.

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

Association for Computing Machinery (ACM)

AI Explainability 360

Comprehensive tutorial on AI explainability, covering techniques, tools, and applications. Learn to implement transparent and interpretable machine learning models for ethical AI development.

• YouTube
• 2 hours 58 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Profiling and Representation

Explores bias in semantic representations, fair crowdsourced recommendations, profiling potential of computer vision, and rich subgroup fairness in machine learning. Discusses ethical implications in AI and data science.

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

Association for Computing Machinery (ACM)

Translation Tutorial - A Shared Lexicon for Research in Human-Centered Software Systems

Explore key terms in fairness, accountability, and transparency in algorithmic systems. Learn how different disciplines interpret these concepts to improve cross-disciplinary communication and research in human-centered software.

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