This is the GitHub repository for course CMP 414/765: Artificial Intelligence taught at The City University of New York, Lehman College, in Fall 2022

This resource provides access to the Northern California Training Academy's Core for Social Workers Module 1 training materials.. To learn more about the Academy, please visit humanservices.ucdavis.edu/academy.

These are a set of fictional case studies that are designed to prompt reflection and discussion about issues at the intersection of AI and Ethics. These case studies were developed out of an interdisciplinary workshop series at Princeton University that began in 2017-18. They are the product of a research collaboration between the University Center for Human Values (UCHV) and the Center for Information Technology Policy (CITP) at Princeton. Click the title of each case study to download the full document.

In an effort to build the capacity of the students and faculty on the topics of bias and fairness in machine learning (ML) and appropriate use of ML, the MIT CITE team developed capacity-building activities and material. This material covers content through four modules that an be integrated into existing courses over a one to two week period.

Students do a small group activity to try to enact fairness (or equity). After discussing the differences between fairness and equality, students individually complete a worksheet reflecting on what types of actions do and do not demonstrate fairness. A family worksheet is to be completed and returned to school.

In this video segment from Cyberchase, the CyberSquad determines the fairness of a game in which there are three shapes distributed equally on nine squares.

John Rawls (February 21, 1921 – November 24, 2002) was an American political philosopher, a long-time professor at Harvard University, and the author of several books, including A Theory of Justice and Political Liberalism. Rawls' most important and influential idea was the principle of "justice as fairness" as the basis for political liberalism. He refuted the predominant Utilitarian concepts of the time and took a much more idealistic approach to politics. Rawls' efforts, much of it inspired by the work of Immanuel Kant, led to a revival of the social contract theory, which had long been neglected by political philosophers. Rawls' theories of social justice and liberalism have become widely accepted among modern scholars, and he has become one of the key figures in shaping modern political thought.

This course explores the ideal of social justice. What makes a society just? We will approach this question by studying three opposing theories of justice—utilitarianism, libertarianism, and egalitarian liberalism—each foundational to contemporary political thought and discourse.

Robert Nozick was one of the most influential philosophers of the twentieth century, but according to Professor Chris Freiman of the College of William and Mary, he is frequently misunderstood. In this lecture, Professor Freiman gives an overview of Nozick’s political philosophy.

The Primacy of the Public presents a framework for engineering and technology ethics focused around three core ethical principles: the principle of welfare, the autonomy principle, and the fairness principle. To support this framework, the book begins with an examination of multiple perspectives we may take on engineering and technology, all of which support the centrality of ethical analysis and evaluation. These include the nature of engineering as a profession, the social context of engineering and technology, and the view that many technologies constitute social experiments.

In this video segment from Cyberchase, the CyberSquad determines the fairness of a game in which there are three shapes distributed equally on nine squares.

This resource provides access to videos produced and/or used by the Northern California Training Academy to support training for child welfare practitioners. To learn more about the Academy, please visit humanservices.ucdavis.edu/academy.

This lesson explores the concept of fairness through questions such as: What is fair? Should all people be treated the same? What would you do if you saw someone treated unfairly? Students are encouraged to reflect upon fairness in their own lives and communities.