Trends in hardware and software for Big Data Systems and applications. Cover principles driving data infrastructures, which enabled the training of AI models on datasets (speech, sounds, images, video, languages) and may extend to structured data (text, images, time series). AI and machine learning practitioners build and deploy data science projects on Amazon Web Services unifying data science, data engineering, and application development.

For students advanced beyond the level of ENCW 2300. Involves workshop of student work, craft discussions, and relevant reading. May be repeated with different instructor. For instructions on how to apply to this class or more details, please visit our program website at creativewriting.virginia.edu/ugrad.

Each student or small group will develop a project, be matched with a Global Studies faculty mentor, identify relevant community groups, and spend the semester working on that project. Students will discuss ideas, formulate plans, identify tactics, and engage with important social justice literatures. Importantly, the course will engage with the project of activism itself, which has the potential to replicate systems of inequality.

An introduction to concepts innovators use to solve problems and create value by addressing unmet needs. Learn how to identify and evaluate opportunities and use proven entrepreneurial frameworks to create new products and businesses for companies of all sizes. Through class activities, projects, and presentations you will learn how storytelling, teamwork, and leadership skills are essential for starting, funding, and building your business. Prerequisite: EBUS 1800

Non-governmental organizations are essential in the work of building a sustainable, just, and aesthetically pleasant world. In this course, we examine the history and role of NGOs, explore the legal and institutional frameworks that govern them, and exercise skills in planning, budgeting, fundraising, and communications. Students study existing NGOs as examples and propose and plan for the launch of a new NGO to address unmet societal needs.

Students will survey the main currents of US & international sustainability policy (air & water quality, endangered species protection, public land management, private land conservation), consider their origins in conservation thought, and learn to evaluate these policies via examples and assignments from current natural resource and environmental challenges. Students will learn about the actors and processes by which policy decisions are made.

For students advanced beyond the level of ENWR 2600. Involves workshop of student work, craft discussion, and relevant reading. May be repeated with different instructor. For instructions on how to apply to this class, see www.engl.virginia.edu/courses. Prerequisite: Instructor permission.

For advanced students with prior experience in writing poetry. Student work is discussed in class and in individual conferences. Reading in contemporary poetry is also assigned. May be repeated with different instructor. For instructions on how to apply to this class, see creativewriting.virginia.edu/ugrad.

Covers data pipeline: techniques to collect data, organize, query & apply the data, and generate products that describe the insights. Topics include Python environments, containers using Docker, data wrangling with pandas, data acquisition via flat files, APIs, JSON formats, and webscraping, relational, document, and graph databases, exploratory data analysis including static & interactive data visualization, dashboards, and cloud computing.

Research origins of gun violence in American society, in conjunction with engaging with various stakeholders to propose sensible solutions to this problem. Assigned to Baltimore, Richmond, or Washington, DC & will participate in a visit to their locale to gain insights from politicians, policymakers, public safety professionals, & members of the public on the policies & programs that have been implemented to mitigate the prob. of gun violence.