Economic theory of the macro-economy. Determinants of unemployment rates, inflation rates, national income, GDP. Tools of public policy available which can be used to promote macroeconomic goals. (Gen.Ed. SB)

Economic theory of the macro-economy. Determinants of unemployment rates, inflation rates, national income, GDP. Tools of public policy available which can be used to promote macroeconomic goals. (Gen.Ed. SB)

In the era of intelligent assistants, autonomous agents, and self-driving cars we expect AI systems to not cause harm and withstand adversarial attacks. In this course you will learn advanced methods of building AI models and systems that mitigate privacy, security, societal, and environmental risks. We will go deep into attack vectors and what type of guarantees current research can and cannot provide for modern generative models. The course will feature extensive hands-on experience with model training and regular discussion of key research papers.

The colloquium will focus on advanced topics and recent research topics related to computer and network security. Students will participate in group discussions and carry out a group or individual project which will be an extension to the project work in COMPSCI 360. Students will be graded based on their active participation during meetings, written summaries of assigned readings, and project work.

Integration of gross structural and organ anatomy to physiological systems, function, and regulation. Emphasis on relationship of structure to function and system control in both animals and humans.