Engage with and train in the use of key concepts in machine learning and math: OLS estimator for regression; logistic regression & maximum likelihood estimator; multiple linear regression; principal components analysis & multiple correspondence analysis; neural networks; logarithms; probability distributions; integrals; multivariate optimization; matrix notation, eigen-math, and matrix decomposition; infinite power series & Taylor series.

Explore mathematical foundations of inferential and prediction frameworks, with emphasis on computation, used to learn from data. Frequentist, Bayesian, and Likelihood viewpoints are all considered. Topics: principles of estimation, optimality, bias, variance, consistency, sampling distributions, estimating equations, information, bootstrap methods, ROC curves, shrinkage, large sample theory, prediction optimality versus estimation optimality.

This is one of the two introductory core courses in the GCCS major. It surveys academic research on topics that are salient to contemporary global commerce: the global and the local; illicit trade; the body across borders; global labor; technology and digital infrastructures; trade and physical infrastructures; companies and climate change; global economic governance; and social goals in the international division of labor.

This seminar investigates the principles of sustainable community development--environmental quality, economic health, and social equity--as reflected in buildings, rural landscapes, towns, and cities. Through case studies, class activities and site visits, we will examine how communities impact and improve basic environmental-quality variables such as air and water quality, food supply, mobility, energy, and sense of place.

How and what we eat is basic to who we are as individuals, as a culture, and as a polity. This course looks at the production and consumption of food in a political context, focusing on controversies over agricultural subsidies, labeling requirements, taxation, farming practices, food safety, advertising and education.

Through a mix of case studies, official documents, and online media, this course provides a deeper dive into: (1) the industries we now call "Big Tech," (2) the policy landscape that both influences and is influenced by technology innovation, as well as (3) the business and cultural challenges at this intersection of technology and policy.

"This course offers an exploration into the evolution of constitutional rights, liberties, and justice from 1953 to the present day, focusing on the tenures of Chief Justices Warren, Burger, Rehnquist, and Roberts. Emphasis is placed on landmark Supreme Court cases and the distinct personalities and leadership styles of the aforementioned Chief Justices. Students will examine the means by which the Constitution can be ""changed,"" such as through interpretation, convention, or societal shifts. By the end of the course, students should be able to critically engage with constitutional debates, understand the evolving nature of rights and liberties in the U.S., and appreciate the significance and power of the Supreme Court in shaping American society."

This course brings you the lessons expert entrepreneurs have learned over decades. Through their experiences, expert entrepreneurs learn not only to tackle the unpredictable, but also to embrace and even leverage it to cocreate enduring new ventures. In this course, you will have the opportunity to explore in depth the principles and practices of effectuation. We will grapple with the principles and process of effectual action and interaction.

Course teaches the fundamentals of military strategy, reviewing the political uses of military power & the respective roles of military & civilian leaders in formulating & implementing foreign policy. Students investigate how war affects civil society and how the characteristics of states¿ domestic politics and culture affect how leaders execute their chosen strategies. The common theme each week is to investigate the connection between the nature of the societies in conflict and how they prosecute the wars between them.

An intermediate level creative writing course that involves workshop of student work, craft discussions, and relevant reading. Topics vary from year to year. For more information, visit the department website at english.as.virginia.edu.