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.

Covers advanced theoretical concepts for deep neural networks. Topics include convolutional neural networks and their design principles, encoder-decoder architectures, recurrent neural networks, transformers, bounding box detection, image segmentation, generative adversarial networks, diffusion models, etc. Using open-source Python libraries such as NumPy, TensorFlow, and Keras, to understand how theoretical concepts are implemented.

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.

Geography matters! We'll explore theories & cases to better understand issues as the struggle over the ocean/other public commons, the role of sacred spaces in Indigenous communities, how migrants make a place for themselves in their new homes, economic resilience and how capital, goods and people circulate in the economy, and more. This is a good introduction to themes raised in Global Studies.

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.

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.

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 foundation knowledge in terms of computational environments. The content will lay the groundwork for more advanced Systems Domain courses in the major.

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.

This course will introduce students to the multifaceted worlds of Islam, through an interdisciplinary survey of its diverse instantiations across more than1400 years of history, and geographies that span the globe. Drawing on the resources we have at UVA across multiple departments, students will be offered a pluralistic engagement into social, artistic, intellectual, economic and political worlds infused with Islamic sensibilities and ethics.

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.