This course covers fundamentals of data mining and machine learning within a common statistical framework. Topics include regression, classification, clustering, resampling, regularization, tree-based methods, ensembles, boosting, and Support Vector Machines. Coursework is conducted in the R programming language.

Students will develop a detailed understanding of the legal aspects of public employment law, and the short and long-term impact of recruiting and retaining talented employees. Emphasis will be placed on the means by which evidence-based strategies may be applied to determine the appropriate number of resources to deploy to normal and complex operations. Prereq: Admission to MPS Degree Program

A graduate-level course on deep learning fundamentals and applications with emphasis on their broad applicability to problems across a range of disciplines. Topics include regularization, optimization, convolutional networks, sequence modeling, generative learning, instance-based learning, and deep reinforcement learning. Students will complete several substantive programming assignments. A course covering statistical techniques such as regression.

The current state of US police-community relations is in a precarious condition. Recent incidents of negative police-citizen encounters resulting in deaths of unarmed citizens & police officers has affected public trust & confidence in local law enforcement. Class focuses on problems of police-community relations & deliberates prospects for policy solutions. Students develop & present policy proposals to address a particular problem.

This course examines leading schools of thought in Global Studies from a critical perspective. Students will engage with foundational political, social, and cultural concepts that underpin contemporary economic, cultural, and political institutions of power. The course brings together material from anthropology, political theory, and cultural studies.

This course will center on exposing students to contemporary pipelines for data analysis through a series of steadily escalating use cases. The course will begin with simple local database construction such as SQLite and evolve to cloud base systems such as AWS or Google Cloud. This progression will include topics such as data lakes and other non-SQL applications as appropriate.

This course will help students understand the fundamentals of product management and how it applies to the product development lifecycle. Students will analyze cases covering different phases of the product development lifecycle, build technical and professional skills, and practice soft skills which are essential for success in the world of product.

Devoted to the writing of prose fiction, especially the short story. Student work is discussed in class and individual conferences. Parallel reading in the work of modern novelists and short story writers is required. For advanced students with prior experience in writing fiction. May be repeated with different instructor. For instructions on how to apply to this class, see creativewriting.virginia.edu/ugrad.

One of two required readings courses for students admitted to the Area Program in Literary Prose, also open to other qualified students. For instructions on how to apply to this class, see creativewriting.virginia.edu/ugrad.

What does it mean to prioritize equity in policy? Equity must be operationalized & incorporated into all policy stages: agenda setting, design, implementation, & evaluation. Consider frameworks & tools for centering equity in policy design: engage disadvantaged communities; evaluate degree current policies promote equity, examine policy histories & differential impacts; surface apparent tradeoffs in elevating equity over other analytic concerns.