Principles of interactivity in application and dashboard development using R, Python, and JavaScript programming languages. Design visually appealing and user-friendly interfaces, develop interactive applications for data visualization, and build dynamic dashboards for effective data communication with end-users. Covers theoretical concepts and hands-on implementation to provide a comprehensive understanding of the full design process.

Explainable artificial intelligence (XAI) is a subfield of machine learning that provides transparency for complex models to connect the technical meaning to social interpretation. Explore interpretability, transparency, and black-box machine learning methods. Covers definitions, decision support, trust, and ethical considerations, and the latest advances in creating reliable and transparent AI models.

Explores the tools and techniques used to assess the security posture of a target system. Topics include footprinting, reconnaissance, vulnerability discovery, and malware. Covers vulnerability discovery in a variety of systems, including web applications, mobile platforms, and cloud computing. Aligns with the EC-Council ANSI accredited Certified Ethical Hacker exam 312-50.

The practicum uses problem-based learning to develop relevant facts and sound arguments surrounding local, national and global sustainability challenges. Working with live case studies in the U.S. and abroad, we will follow the steps from problem formation, through model building, data collection, and qualitative and quantitative analysis, and finally on to technical and advocacy communications grounded in our facts.

Understand Deep Learning covering neural networks, activation functions, and optimization algorithms. Gain experience with TensorFlow and PyTorch, mastering key techniques such as Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), and Generative Adversarial Networks (GANs). Explore transfer learning, reinforcement learning, and natural language processing (NLP), along with industry applications and ethical considerations.

This seminar offers an examination of the state, civil society, and citizens, focusing on the ways in which these actors and institutions interact to shape economic, human, and political development. The course introduces theories of the state, civil society, and citizenship, and examines the linkages between these spheres, applying these theories to substantive issues and policy arenas.

What are the strengths and weaknesses of the major policy-making institutions, and how does the current system of American governance compare with that of other advanced societies? This class will examine the key institutional and political actors in policymaking; focusing on the increasing fole of non-governmental institutions in problem solving.

In this course, students gain experience applying global perspectives, as well as research methods and techniques, to one of several real-world issues. Team-taught, the course allows students to choose a path that includes a methodological foundation, a deep dive into a particular method, a chance to practice a useful skills related to Global Studies professions, and culminating in the applied research project.

This course examines how the world's major states and regions manage their public finances and economic policies through their budgetary processes and institutions.

LPPL 4225 is designed to foster three critical skillsets:  1) The expansion of your self-awareness to enhance your competence as a leader, 2) Learning ways to support and inspire the development of strengths in others, and 3) Combining these skills to improve the effectiveness of your student organizations at UVA by reflecting on the organizational and interpersonal dynamics of those groups.