In this class, we will use AI as a writing and editing tool and study the history and philosophy of augmented and automated writing. Through a combination of lectures and hands-on workshops, we will explore the theoretical aspects of AI and writing with case studies and examples, as well as experiment with different AI tools and techniques. Prerequisite: None.
This advanced course investigates emerging trends in machine learning and artificial intelligence for generating media content – images, video, and sound. The course explores the idea of how artists, designers, and creators can use machine learning in their own research, production, and development processes. Students will learn and understand machine-learning techniques and use them to generate creative media content. We will cover a range of different platforms and models and also experiment with implementing the content with platforms for interaction design, such as Unity. Prerequisite: INTM-SHU 120 Communications Lab OR INTM-SHU 205 What’s New Media OR INTM-SHU 124 Emerging Technologies & Computational Arts
This seminar examines the causes and consequences of poverty and rising inequality around the globe. Students will study the ways in which poverty and inequality are shaped by multifaceted contexts; understand the theories underlying strategies and programs which address key poverty and inequality issues faced by many developed, developing and least developed countries; and learn about different countries’ experiences addressing their own poverty and inequality issues. We consider philosophies of global justice and the ethics of global citizenship, and students are expected to critically reflect upon their own engagements with poverty relief activities and aspirations for social changes. Students should be prepared to tackle advanced social science readings, analysis, and writing. Open to seniors, and to other students with instructor’s permission. Prerequisite: Sophomore standing or above. Fulfillment: Social Science Focus Political Economy/Sociology 300 level.
This course examines how ideas of gender and sexuality have shaped the production and consumption of visual culture from the late nineteenth century. We will examine a variety of visual and material texts that shape, criticize, and/or negotiate with contemporaneous gender and sexual norms. Focusing on these expressions’ cultural and historical specificities, the students will assess gender and sexuality—and as an extension, the notions of normality, healthfulness, and self—as ideas that continuously evolve in response to social discourses. The course proceeds roughly chronologically. It starts with the nineteenth-century Euro-American context, in which modern ideas of gender and sexuality began to circulate authoritatively in medical and legal terms. It then moves onto more globalized contemporary perspectives that critique and/or expand the pronouncedly “Western” conceptions of identity and identity categories. Prerequisite: None.
Contemporary art can seem perplexing, yet when viewed as a progression of ideas and aesthetic strategies that respond to societal shifts, a certain logic emerges. This course traces movements in North American and European art from 1945 to the present through a study of primary and secondary texts, artwork examples, and historic context. In lectures, discussion and activities, we will investigate how artists went beyond primarily object-based works to explore expanded notions of what art can be and the interaction between the artwork and the viewer. The ways institutional frameworks, media and technology, politics, and social relations, informed contemporary art practice will also be examined. At the end of this course, students should be able to identify contemporary art movements, key artists, and relevant artworks and create compelling arguments around these works. They will also be able to articulate the conceptual and visual strategies employed in these pieces, recognize connections and differences across movements and have a basic knowledge of the milieu in which they were produced. Prerequisite: None. Fulfillment: Humanities Introductory course (18-19: survey).
The goal of the first half of the course is to build a basic understanding of how information about traits is encoded in our genes, how this “blueprint” is interpreted by cellular machinery to build a complex human being, and how our heredity has resulted in our evolution. In the senond half of the course, we will continue the exploration of how environment, experience and random errors affect the process of building our traits, what happens when these processes fail, and the promise and possible peril of genetic technologies for human life. Fulfillment: CORE ED (with CCEX-SHU 137)
This course is an introduction to the problems and methods of contemporary philosophy. Topics may include: 1. What is the relationship between mind and body? 2. Can belief in the existence of the external world be justified? 3. Are there any good arguments for the existence of God? 4. Can we act freely if everything that we do is determined by laws of nature? 5. Is there a theory of how we ought to live? Prerequisite: None. Fulfillment: Humanities Foundational/Introductory Courses (18-19: Critical Concepts).
This Praxis course is an exploration of contemporary and traditional artistic printmaking practices, with an emphasis on expanding notions of conventional printmaking techniques and forms. Students will be introduced to various printmaking techniques, and experiment with traditional and non-traditional forms, in conjunction with their histories and consider what constitutes a hand-made print in an artistic framework. Students will gain an understanding of printmaking – its history based in China, development across the globe and inventive contemporary practices which include sculptural forms. They will learn techniques, modes, forms, and applications of printmaking – with an emphasis on relief prints (stamps and wood cuts) – in a conceptual framework of contemporary printmaking practices and global visual culture. Note: attendance in the first class meeting is mandatory, otherwise you will be dropped from the course. Prerequisite: None. Fulfillment: This course satisfies IMA/IMB elective.
This course aims to train students to think philosophically about our rapidly changing—and ever more intimate—relationship with machines. We focus in particular on the following subjects: artificial intelligence, robots, cyborgs, automation and science fiction speculation. Prerequisite: Global Perspectives on Society (GPS) Fulfillment: CORE STS; Humanities Interdisciplinary or Advanced course; IMA/IMB elective.
Information visualization is the graphical representation of data to aid understanding, and is the key to analyzing massive amounts of data for fields such as science, engineering, medicine, and the humanities. This is an introductory undergraduate course on Information Visualization based on a modern and cohesive view of the area. Topics include techniques such as visual design principles, layout algorithms, and interactions as well as their applications of representing various types of data such as networks and documents. Overviews and examples from state-of-the-art research will be provided. The course is designed as a first course in information visualization for students both intending to specialize in visualization as well as students who are interested in understanding and applying visualization principles and existing techniques. Fulfillment: CS Electives, Data Science Data Analysis Required; Data Science Courses for Concentration in Artificial Intelligence. Prerequisite or Co-requisite: Data Structures. Students must be CS or DS major and have junior or senior standing.
Data structures are fundamental programming constructs which organize information in computer memory to solve challenging real-world problems. Data structures such as stacks, queues, linked lists, and binary trees, therefore constitute building blocks that can be reused, extended, and combined in order to make powerful programs. This course teaches how to implement them in a high-level language, how to analyze their effect on algorithm efficiency, and how to modify them to write computer programs that solve complex problems in a most efficient way. Programming assignments. Prerequisite: ICS or A- in ICP. Equivalency: This course counts for CSCI-UA 102 Data Structures (NY). Fulfillment: CS Required, Data Science Required, CE Required.
This course introduces students to the use of statistical methods. Topics include: descriptive statistics; introduction to probability; sampling; statistical inference concerning means, standard deviations, and proportions; correlation; analysis of variance; linear regression, including multiple regression analysis. Applications to empirical situations are an integral part of the course. Pre-requisites: None Fulfillment: This course satisfies the following: Major req: BUSF, BUSM, ECON, CS, DS Foundational course; Social Science: methods course; IMB Business elective.
From the perspective of psychological science, developments in machine-learning and AI raise many interesting questions. AI technologies are already proving useful in their ability to monitor and assess human behaviors, emotions, and decision patterns. This is becoming possible through the sheer volume of information available online in connection with individuals, groups, and through the sophistication of predictive algorithms that can see patterns that the human mind cannot. As AI systems, machines, and robots are increasingly built to mimic human beings, will we begin to communicate with, react to, or feel the same towards them as we do to other human beings? If an AI system can assist in an online purchase or a psychological intervention (e.g., a chatbot), can they also become our friends? Could we fall in love with an artificial agent or a robot? In this course, we use the lens of psychological science to investigate these and other aspects of human-machine communication and their effects on human-human relationships. Prerequisite: Introduction to psychology (PSYC-SHU 101) OR Introduction to Neural Science (NEUR-SHU 201) OR Introduction to Computer Science (CSCI-SHU 101) Fulfillment: Core STS; IMA/IMB elective; Neural Science elective; Social Science Focus Psychology 300 level.
This course is an introduction to Science and Technology Studies (STS), an interdisciplinary field treating science and technology as socially embedded enterprises. We will examine how social, political, cultural, and material conditions shape scientific and technological activity and how science and technology, in turn, shape society. You will become familiar with the basic concepts and methods developed by STS scholars in history, sociology, and anthropology and explore how the scope of the field has expanded to include a variety of empirical case studies, theoretical arguments, and scholarly debates. The kinds of questions we will explore include: What counts as scientific knowledge? How is it produced? How do scientists establish credibility? Can there be a scientific study of scientific inquiry? To what extent are science and technology shaped by historical context? Prerequisite: None.
In Information Technology in Business and Society, students learn the fundamental concepts underlying current and future developments in computer-based information technology – including hardware, software, network and database-related technologies. They will also acquire proficiency in the essential tools used by today’s knowledge workers and learn how these can be used to help solve problems of economic, social or personal nature. Throughout the course, they will be exposed to a range of more advanced topics which may include big data, information privacy, information security, digital piracy and digital music. Pre-requisites: not open to freshman. Fulfillment: This course satisfies BUSF/ BUSM Business Elective, Business Analytics Track; IMB Business Flexible Core.
This course surveys Asian art and architecture from the earliest civilizations to the present day through several themes. It focuses more on the arts and monuments from China, Japan, and India but also introduces those from Korea and Southeast Asia. We will study how artistic traditions transmit and develop in distinctive yet interconnected societies in Asia, as well as how those traditions interact with specific political, religious, social, and cultural contexts in which they grow. Issues investigated include (but are not limited to): the spread and metamorphosis of Buddhist art, the artistic exchanges between the “East” and the “West” (and the formations of the ideas of the “East” and the “West”), the production and consumption of art as related to various forms of power such as political authority, social hierarchy, and gender, and the “Asian-ness” in the contemporary world. Prerequisite: None.
Design Your NYU Shanghai is a first-year course to help you make the most out of your college experience. You’ll be introduced to design thinking as a creative approach to explore majors and interests, craft global opportunities, and engage in intercultural connections. This action-oriented course uses rapid prototyping and reflection activities to ignite personal growth as you navigate this transformative time of your life.
Communication sits at the core of all human interactions and is highly valued in workplaces. Beyond the minimal goal of articulating and presenting one’s ideas effectively, communication also involves building empathy, cultivating an eye for detail, developing awareness of goals and contexts, and integrating critical and reflective thinking. How can we communicate our own projects to different audiences? Why should other people care? What types of media can we use and how do we know they are effective? How can collaborative and participatory elements help to improve engagement levels? This course aims to guide students to review and create their own learning profiles as they learn to engage a diverse range of targeted audience. Prerequisite: Not open to freshman. Fulfillment: IMA Major Electives; IMB Major Interactive Media Elective.
The study of modern cryptography investigates mathematical techniques for securing information, systems and distributed computations against adversarial attacks. We introduce fundamental concepts of this study. Emphasis will be placed on rigorous proofs of security based on precise definitions and assumptions. Topics include: one-way functions, encryption, signatures, pseudorandom number generators and zero-knowledge proofs. Prerequisite: Algorithms, theory of probability, or permission of the instructor. Fulfillment: Mathematics Additional Electives; Honors Mathematics Electives; CS Electives.
An introduction to the fundamentals of computer programming. Students design, write, and debug computer programs. No prior knowledge of programming is assumed. Students will learn programming using Python, a general purpose, cross-platform programming language with a clear, readable syntax. Most class periods will be part lecture, part lab as you explore ideas and put them into practice. This course is suitable for students not intending in majoring in computer science as well as for students intending to major in computer science but having no programming experience. Students with previous programming experience should instead take Introduction to Computer Science. Prerequisite: Either placed into Calculus or at least a C in Pre-Calculus Fulfillment: Core Curriculum Requirement Algorithmic Thinking; EE Required Major Courses. Note: Students who have taken ICS in NY, Abu Dhabi, and Shanghai cannot take ICP.