Statistics (P) (ECON-UA 18)

Topics: descriptive statistics; introduction to probability; sampling; statistical inferences concerning means, standard deviations, and proportions; analysis of variance; linear regressions; and correlation. Laboratory periods cover sample problems drawn primarily from economics. Meets three times a week, plus a lab session.

Economics (Undergraduate)
4 credits – 15 Weeks

Sections (Spring 2022)


ECON-UA 18-000 (8009)01/24/2022 – 05/09/2022 Mon,Wed12:00 AM – 1:00 PM (Early afternoon)at Washington SquareInstructed by Roeper, Timothy · Gao, Jieyi · Sonthalia, Harsh


ECON-UA 18-000 (8010)01/24/2022 – 05/09/2022 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Sonthalia, Harsh


ECON-UA 18-000 (10244)01/24/2022 – 05/09/2022 Fri11:00 AM – 12:00 AM (Morning)at Washington SquareInstructed by Sonthalia, Harsh


ECON-UA 18-000 (8011)01/24/2022 – 05/09/2022 Fri3:00 PM – 4:00 PM (Late afternoon)at Washington SquareInstructed by Gao, Jieyi


ECON-UA 18-000 (8012)01/24/2022 – 05/09/2022 Fri4:00 PM – 6:00 PM (Late afternoon)at Washington SquareInstructed by Gao, Jieyi


ECON-UA 18-000 (8013)01/24/2022 – 05/09/2022 Tue,Thu4:00 PM – 6:00 PM (Late afternoon)at Washington SquareInstructed by shachmurove, Yochanan · Shrivastava, Isha · Lodha, Rakshit


ECON-UA 18-000 (8014)01/24/2022 – 05/09/2022 Fri12:00 AM – 1:00 PM (Early afternoon)at Washington SquareInstructed by Shrivastava, Isha


ECON-UA 18-000 (8015)01/24/2022 – 05/09/2022 Fri2:00 PM – 3:00 PM (Early afternoon)at Washington SquareInstructed by Shrivastava, Isha


ECON-UA 18-000 (8016)01/24/2022 – 05/09/2022 Fri3:00 PM – 4:00 PM (Late afternoon)at Washington SquareInstructed by Lodha, Rakshit


ECON-UA 18-000 (8017)01/24/2022 – 05/09/2022 Tue,Thu9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by Fan, Xiaochen · Lu, Yucheng · Crema, Angela


ECON-UA 18-000 (8018)01/24/2022 – 05/09/2022 Fri2:00 PM – 3:00 PM (Early afternoon)at Washington SquareInstructed by Crema, Angela


ECON-UA 18-000 (8019)01/24/2022 – 05/09/2022 Fri3:00 PM – 4:00 PM (Late afternoon)at Washington SquareInstructed by Lu, Yucheng


ECON-UA 18-000 (8020)01/24/2022 – 05/09/2022 Fri4:00 PM – 6:00 PM (Late afternoon)at Washington SquareInstructed by Lu, Yucheng

Grand Rounds Seminar (CAMS-UA 501)

Grand Rounds are a traditional and effective teaching tool in medical education, where major research, education, and clinical problems and innovations are presented to an audience of medical students, residents, faculty, and the public at large. The NYU Child Study Center’s weekly Grand Rounds program is one of the foremost of its kind in the world, featuring invited thought leaders in the fields of child and adolescent psychiatry and psychology. This seminar course provides undergraduate students with a unique opportunity to attend the weekly Grand Rounds presentation and then discuss these topics in depth with CAMS faculty. Students will gain a deep and broad understanding of many challenges within the field of child and adolescent mental health, along with novel theories, research findings, and clinical treatments.

Child/Adoles Mental Hlth Stds (Undergraduate)
2 credits – 15 Weeks

Sections (Spring 2022)


CAMS-UA 501-000 (9218)01/24/2022 – 05/09/2022 Fri11:00 AM – 1:00 PM (Morning)at Washington SquareInstructed by Esquenazi-Karonika, Shari

The Science of Happiness (CAMS-UA 110)

Examines the state of college-student mental health and wellness on a personal and systems level. As undergraduate university students approach the end of adolescence, they often reevaluate the beliefs, values, and assumptions with which they left home. Young adulthood is a time of great promise, but the transition from child to adult is never easy. We look at how individuals can create positive change by reinterpreting their goals and identifying steps toward a successful college experience. Key findings from the fields of neuroscience and positive psychology are referenced to inform our study of the biopsychosocial underpinnings of success and happiness. Through lectures and discussions, students learn about a variety of wellness topics that include mindfulness, relationships, and self-esteem. The final project requires students to promote an area of mental wellness on campus.

Child/Adoles Mental Hlth Stds (Undergraduate)
4 credits – 15 Weeks

Sections (Fall 2022)


CAMS-UA 110-000 (7390)09/01/2022 – 12/14/2022 Tue,Thu9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by Schlechter, Alan · Lerner, Daniel Louis


CAMS-UA 110-000 (9676)09/01/2022 – 12/14/2022 Mon2:00 PM – 3:00 PM (Early afternoon)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9677)09/01/2022 – 12/14/2022 Mon8:00 AM – 8:00 AM (Morning)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9678)09/01/2022 – 12/14/2022 Mon9:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9679)09/01/2022 – 12/14/2022 Mon7:00 PM – 8:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9680)09/01/2022 – 12/14/2022 Mon8:00 PM – 9:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9682)09/01/2022 – 12/14/2022 Wed8:00 AM – 8:00 AM (Morning)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9683)09/01/2022 – 12/14/2022 Wed9:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9684)09/01/2022 – 12/14/2022 Wed7:00 PM – 8:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9685)09/01/2022 – 12/14/2022 Wed7:00 PM – 8:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9686)09/01/2022 – 12/14/2022 Wed8:00 PM – 9:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9687)09/01/2022 – 12/14/2022 Wed8:00 PM – 9:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9688)09/01/2022 – 12/14/2022 Fri2:00 PM – 3:00 PM (Early afternoon)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9689)09/01/2022 – 12/14/2022 Fri3:00 PM – 4:00 PM (Late afternoon)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9690)09/01/2022 – 12/14/2022 Mon3:00 PM – 4:00 PM (Late afternoon)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9691)09/01/2022 – 12/14/2022 Fri8:00 AM – 8:00 AM (Morning)at Washington SquareInstructed by Schlechter, Alan · Lerner, Daniel Louis


CAMS-UA 110-000 (9692)09/01/2022 – 12/14/2022 Fri9:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Schlechter, Alan · Lerner, Daniel Louis


CAMS-UA 110-000 (9693)09/01/2022 – 12/14/2022 Fri7:00 PM – 8:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan


CAMS-UA 110-000 (9694)09/01/2022 – 12/14/2022 Fri8:00 PM – 9:00 PM (Evening)at Washington SquareInstructed by Schlechter, Alan · Lerner, Daniel Louis

Creative Resistance (ITPG-GT 2355)

Artists and creative practitioners are widely seen as responsible for destabilizing or critiquing dominant cultural norms and social systems; for example, in her book “Race After Technology”, Ruha Benjamin argues that artists “…can better understand and expose the many forms of discrimination embedded in and enabled by technology”. But when we talk about resistance or refusal enacted through creative means, what exactly do we mean? How does artistic work serve to resist, protest and subvert—and where does it sit in relation to the ideas it aims to critique? This class engages with the notion of “creative resistance”, unpacks the meanings and ethical stances associated with the term, and evaluates how it has been applied in both artistic and academic contexts. Students will explore theories of resistance, refusal and solidarity, and experiment with applying them to (or discussing them through) creative work. In the first half of the class, through reading, class discussion and student presentations, we will engage with scholarly and activist literature on resistance, protest and subversion, and look at examples of creative technological works that purport to achieve these goals. We will discuss commonly used strategies such as dark sousveillance (or “looking back” at the machine), speculative design, and distributed or guerrilla artmaking; examine their mechanisms of action; and debate their effectiveness in achieving their professed goals. In the second half, students will apply this thinking to their own project ideas. Students can choose to produce either a final project responding to the themes of the course, accompanied by a short written artist statement, or a more academic written piece that engages relevant literature from the class readings and beyond in service of an argument about the role of resistance in creative practice.

Interactive Telecommunications (Graduate)
4 credits – 15 Weeks

Sections (Fall 2021)


ITPG-GT 2355-000 (23989)09/02/2021 – 12/14/2021 Fri3:00 PM – 6:00 PM (Late afternoon)at Brooklyn CampusInstructed by

Big Spaces (ITPG-GT 2342)

So much of life is circumstance, being in the right place at the right moment in time. Can we shape a life or at least a few brief moments of one by designing a space for it to inhabit? In this course, we will treat space as a time-based medium and ask how experiential spaces can generate narratives that are lived rather than told. We will look to a broad range of storytelling traditions to interrogate four so-called “space-narrative” forms: Wandering The Desert, Processions, Circles and Territories. Through play, discussion and technical and conceptual workshops, we will ask and attempt to answer some of the following questions: What constitutes a space? How do we experience a space over time? How does space shape our experience of time? How can space shape both a personal and collective narrative? We will build spaces with lighting, projection, sound and physical objects. Class time will be split between group improvisation exercises, playing-testing and critiquing projects. The class will culminate in a showing of work at the end of the semester.

Interactive Telecommunications (Graduate)
4 credits – 15 Weeks

Sections (Fall 2021)


ITPG-GT 2342-000 (23974)09/02/2021 – 12/14/2021 Fri3:00 PM – 6:00 PM (Late afternoon)at Brooklyn CampusInstructed by

Sensing the City (ITPG-GT 2090)

For most of its brief history, the domain of “smart cities” has belonged to large corporate vendors who promise and offer ubiquitous, citywide intelligence that utilizes their proprietary systems. More recently, an increasing number of startups have developed solutions which can make the technology somewhat more accessible. Unfortunately for municipalities, working with product vendors can be a heavy lift and the commitments involve lengthy procurement and contracting processes. In the past five years or so, the access to connected technology has increased and the hobbyist or “maker” movement has seen an uptick in offerings related to IoT. From the Arduino IoT Cloud and Adafruit.io software, to the Raspberry Pi and Particle hardware, building connected IoT devices has become easier than ever before. Through platforms like Google Coral and Nvidia Jetson, even edge computing and AI has become available to those with coding skills and a modest budget. What this course aims to explore is what happens when low-cost, readily available electronics platforms address the data needs of municipal governments. Rather than thinking of smart cities as large scale, big data projects that provide intelligence across a city, we will look at targeted applications that would be too small or costly to pursue as a conventional IoT procurement. What intelligence can be gathered in a short period of time with a small budget? During this course, we will examine successful and troubled smart cities projects, discuss the ethics of public technology projects, and review the prevailing best practices and guidelines relating to the Internet of Things in government use. Thinking in terms of “rapid IoT” and “little big data,” students will partner with NYC agency representatives* to uncover insights about a particular issue related to their work. Students will undertake a semester-long project, working to understand the agency’s data needs and develop an IoT solution to gather data for analysis that could inform the agency on planning, policy, or operational issues. The course will cover current connected microcontroller platforms and connectivity options like WiFi, Cellular, and LoRaWAN as well as the software tools needed to store and present data in user-friendly dashboards.

Interactive Telecommunications (Graduate)
4 credits – 15 Weeks

Sections (Fall 2021)


ITPG-GT 2090-000 (22673)09/02/2021 – 12/14/2021 Fri6:00 PM – 9:00 PM (Evening)at Brooklyn CampusInstructed by

Intro to Fabrication (ITPG-GT 2637)

Credits: 2
Duration: 6 Weeks
Dates: Fri

Time to get your hands dirty. Prototypes need to be created, motors have to be mounted, enclosures must be built. Understanding how things are fabricated makes you a better maker. But hardware is hard. You can’t simply copy and paste an object or working device (not yet anyway), fabrication skills and techniques need to be developed and practiced in order to create quality work. You learn to make by doing. In this class, you will become familiar and comfortable with all the ITP shop has to offer. We will cover everything from basic hand tools to the beginnings of digital fabrication. You will learn to use the right tool for the job. There will be weekly assignments created to develop your fabrication techniques. There will be in class lectures, demos, and building assignments. Emphasis will be put on good design practices, material choice, and craftsmanship.

Interactive Telecommunications (Graduate)
2 credits – 6 Weeks

Cultures & Contexts: Modern Israel (CORE-UA 537)

For course description, please consult the College Core Curriculum website: http://core.cas.nyu.edu

College Core Curriculum (Undergraduate)
4 credits – 15 Weeks

Sections (Fall 2021)


CORE-UA 537-000 (21338)


CORE-UA 537-000 (21339)09/02/2021 – 12/14/2021 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 537-000 (21340)09/02/2021 – 12/14/2021 Fri9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 537-000 (21341)09/02/2021 – 12/14/2021 Fri11:00 AM – 12:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 537-000 (21342)09/02/2021 – 12/14/2021 Fri12:00 AM – 1:00 PM (Early afternoon)at Washington SquareInstructed by


CORE-UA 537-000 (21343)09/02/2021 – 12/14/2021 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 537-000 (21344)09/02/2021 – 12/14/2021 Fri9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by

Texts & Ideas: (CORE-UA 402)

For course description, please consult the College Core Curriculum website: http://core.cas.nyu.edu

College Core Curriculum (Undergraduate)
4 credits – 15 Weeks

Sections (Spring 2021)


CORE-UA 402-000 (9061)01/28/2021 – 05/10/2021 Mon,Wed12:00 AM – 1:00 PM (Early afternoon)at Washington SquareInstructed by Waters, John


CORE-UA 402-000 (9062)01/28/2021 – 05/10/2021 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Johnson, Gabriella


CORE-UA 402-000 (9063)01/28/2021 – 05/10/2021 Fri9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by Johnson, Gabriella


CORE-UA 402-000 (9064)01/28/2021 – 05/10/2021 Fri11:00 AM – 12:00 AM (Morning)at Washington SquareInstructed by Vanderburg, Colin


CORE-UA 402-000 (9065)01/28/2021 – 05/10/2021 Fri12:00 AM – 1:00 PM (Early afternoon)at Washington SquareInstructed by Vanderburg, Colin


CORE-UA 402-000 (9616)01/28/2021 – 05/10/2021 Fri9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 402-000 (9617)01/28/2021 – 05/10/2021 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 402-000 (24569)01/28/2021 – 05/10/2021 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Love, Rachel


CORE-UA 402-000 (24570)01/28/2021 – 05/10/2021 Fri9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by Love, Rachel


CORE-UA 402-000 (24571)01/28/2021 – 05/10/2021 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Lyulekina, Elizaveta


CORE-UA 402-000 (24572)01/28/2021 – 05/10/2021 Fri9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by Lyulekina, Elizaveta


CORE-UA 402-000 (24573)01/28/2021 – 05/10/2021 Tue,Thu8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by Ertman, Thomas · Love, Rachel · Lyulekina, Elizaveta

Expressive Cult: Images (CORE-UA 720)

For course description, please consult the College Core Curriculum website: http://core.cas.nyu.edu

College Core Curriculum (Undergraduate)
4 credits – 15 Weeks

Sections (Spring 2021)


CORE-UA 720-000 (8657)01/28/2021 – 05/10/2021 Mon,Wed2:00 PM – 3:00 PM (Early afternoon)at Washington SquareInstructed by Silver, Kenneth


CORE-UA 720-000 (8658)01/28/2021 – 05/10/2021 Fri9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 720-000 (8659)01/28/2021 – 05/10/2021 Fri8:00 AM – 9:00 AM (Morning)at Washington SquareInstructed by


CORE-UA 720-000 (8763)01/28/2021 – 05/10/2021 Fri12:00 AM – 1:00 PM (Early afternoon)at Washington SquareInstructed by


CORE-UA 720-000 (8764)01/28/2021 – 05/10/2021 Fri11:00 AM – 12:00 AM (Morning)at Washington SquareInstructed by

Life Science: Human Origins (CORE-UA 305)

For course description, please consult the College Core Curriculum website: http://core.cas.nyu.edu

College Core Curriculum (Undergraduate)
4 credits – 15 Weeks

Sections (Spring 2021)


CORE-UA 305-000 (8176)01/28/2021 – 05/10/2021 Mon,Wed11:00 AM – 12:00 AM (Morning)at Washington SquareInstructed by Burrell, Andrew


CORE-UA 305-000 (8177)01/28/2021 – 05/10/2021 Tue12:00 AM – 2:00 PM (Early afternoon)at Washington SquareInstructed by Avilez, Monica


CORE-UA 305-000 (8178)01/28/2021 – 05/10/2021 Tue2:00 PM – 4:00 PM (Early afternoon)at Washington SquareInstructed by Avilez, Monica


CORE-UA 305-000 (8179)01/28/2021 – 05/10/2021 Tue4:00 PM – 6:00 PM (Late afternoon)at Washington SquareInstructed by Petersdorf, Megan


CORE-UA 305-000 (8180)01/28/2021 – 05/10/2021 Wed9:00 AM – 10:00 AM (Morning)at Washington SquareInstructed by Petersdorf, Megan


CORE-UA 305-000 (8181)01/28/2021 – 05/10/2021 Wed11:00 AM – 12:00 AM (Morning)at Washington SquareInstructed by Decasien, Alexandra


CORE-UA 305-000 (8182)01/28/2021 – 05/10/2021 Fri1:00 PM – 2:00 PM (Early afternoon)at Washington SquareInstructed by Decasien, Alexandra

The Speculative Philosophy of Artificial Intelligence (INTM-SHU 297T)

This 2-unit interdisciplinary research seminar will be held in conjunction with an international symposium convened by the NYU Center for AI and Culture, which will bring leading scholars, curators, science fiction writers, and heads of major platform research groups to campus. The seminar will host a deeper interdisciplinary conversation on the issues that underpin their work. Seminar participants will meet each of the conference speakers. We will emphasize the overlapping and intersecting histories of “AI” in cognitive science, philosophy, interactive and computer arts, and science fiction literature and film. The frequent back-and-forth between AI in fiction and in fact is the basis of how we will, together, attempt to map the divergent futures of AI. It is said that artificial intelligence will be as important to the twenty-first century as oil was to the twentieth. AI is promoted by China, Europe, Russia and the USA as central to their innovation strategies and, as such, may portend a new computational arms race. There is consensus that geopolitical peace and conflict may be determined by how great nations use AI for good or ill. To define AI is is to conceive what is and is not “intelligence” and what is and is not “artificial.” Because no two cultures understand these basic terms in the same way, they will not understand AI in the same way. As such, any global discussion about the future of AI must be cross-cultural. The more we understand what each culture “means” by AI the more fruitful the collaborative design of AI can be. The seminar is suggested for students of Interactive Media Arts, Computer Science, Political Science, Philosophy, and anyone interested in algorithmic art, automation, machine vision, computational economics, and geopolitics. We will read and discuss 10 key texts and students will prepare an original project, paper or hybrid. Prereq: WAI Fulfillment: IMA/IMB elective.

Interactive Media Arts (Undergraduate)
2 credits – 8 Weeks

Sections (Spring 2021)


INTM-SHU 297T-000 (20382)03/22/2021 – 05/14/2021 Fri9:00 AM – 12:00 AM (Morning)at ShanghaiInstructed by Bratton, Benjamin Hugh

Analog Electronics Lab (MPATE-UE 1827)

Credits: 1
Duration: 15 Weeks
Dates: Tue
Credits: 1
Duration: 15 Weeks
Dates: Tue,Thu
Credits: 1
Duration: 15 Weeks
Dates: Tue,Thu,Mon
Credits: 1
Duration: 15 Weeks
Dates: Tue,Thu,Mon
Credits: 1
Duration: 15 Weeks
Dates: Tue,Thu,Mon,Fri
Credits: 1
Duration: 15 Weeks
Dates: Tue,Thu,Mon,Fri

Hands-on lab accompanying Analog Electronics. Lab sessions will contain hands-on experience with analog audio circuitry. The course culminates with a student developed final project.

Music Technology (Undergraduate)
1 credits – 15 Weeks

Elect Music Synthesis: Fundamental Techn (MPATE-UE 1037)

Credits: 3
Duration: 15 Weeks
Dates: Fri
Credits: 3
Duration: 15 Weeks
Dates: Fri

This course focuses on electronic music synthesizer techniques. Concepts in the synthesis of music, including generation of sound, voltage control, and treatment of sound and tape techniques. Included is a short synopsis of the history and literature of analog electronic music. Students complete laboratory tasks and compositions on vintage synthesizer modules and create one or more final projects that demonstrate(s) the application of these concepts.

Music Technology (Undergraduate)
3 credits – 15 Weeks

Artificial Intelligence I (CS-GY 6613)

Credits: 3
Duration: 15 Weeks
Dates: Fri
Credits: 3
Duration: 15 Weeks
Dates: Fri

Artificial Intelligence (AI) is an important topic in computer science and offers many diversified applications. It addresses one of the ultimate puzzles humans are trying to solve: How is it possible for a slow, tiny brain, whether biological or electronic, to perceive, understand, predict and manipulate a world far larger and more complicated than itself? And how do people create a machine (or computer) with those properties? To that end, AI researchers try to understand how seeing, learning, remembering and reasoning can, or should, be done. This course introduces students to the many AI concepts and techniques. | Knowledge of Data Structures and Algorithms. Prerequisite: Graduate standing.

Computer Science (Graduate)
3 credits – 15 Weeks

Visual Journalism (ITPG-GT 2071)

This course is designed to provide an overview of visual storytelling in the newsroom. We will explore a variety of narrative formats and design principles, learn about reporting techniques for visual stories, touch on the best practices and ethics of journalism and work on collaborative exercises and assignments.

Interactive Telecommunications (Graduate)
4 credits – 13 Weeks

Sections (Fall 2025)


ITPG-GT 2071-000 (11373)09/05/2025 – 12/05/2025 Fri9:00 AM – 12:00 AM (Morning)at Brooklyn CampusInstructed by Parshina-Kottas, Yuliya

Machine Learning for the Web (ITPG-GT 2465)

Credits: 4
Duration: 14 Weeks
Dates: Fri

Libraries like TensorFlow.js and ml5.js unlocked new opportunities for interactive machine learning projects in the browser. The goal of this class is to learn and understand common machine learning techniques and apply them to generate creative outputs in the browser. This class will start with running models in the browser using high-level APIs from ml5.js, as well as explore the Layer APIs from TensorFlow.js to train models using custom data. This class will also cover preparing the dataset for training models. At the completion of this course, students will have a better understanding of a few machine learning models, how do they work, how to train these models, and their use case to creative projects. Students will also be able to create interactive ML web applications with pre-trained models or their own models. Prospective students are expected to have taken an ICM (Introduction to Computational Media) course, or have an equivalent programming experience with JavaScript, HTML, CSS.

Interactive Telecommunications (Graduate)
4 credits – 14 Weeks

Design Research (ITPG-GT 2997)

This course will focus on a range of human-centered design research and innovation workshop methodologies including Design Thinking, LEGO Serious Play, Lean UX, Google Ventures Sprints, Gamestorming, Futurecasting, and Service Design. Students will look for design opportunities within the unprecedented challenges that we are currently facing as global citizens. Students will define a problem space based on the drivers that they’re most interested in exploring and will have the option to work alone or form small design research teams. They will learn how to conduct primary and secondary research, creating deliverables such as personas, journey maps, concept canvasses, and prototypes. Students will be required to apply design research approaches and workshop methodologies, develop and test a rapid prototype and then share their work in a final presentation.

Interactive Telecommunications (Graduate)
2 credits – 6 Weeks

Sections (Fall 2025)


ITPG-GT 2997-000 (11359)10/24/2025 – 12/05/2025 Fri9:00 AM – 12:00 AM (Morning)at Brooklyn CampusInstructed by Derby, David · Brant, Heidi

Prototyping Electronic Devices (ITPG-GT 2845)

The most difficult part of prototyping is not the building process, but the process of deciding how to build. If we choose proper technology for prototypes, we can improve their robustness and simplicity. This course will cover available and affordable technologies for ITP students to build prototypes. The course will start with soldering, wiring and LED basics. Then students will design an Arduino compatible board in Eagle, get it fabricated, assembled. And then using the debugger to dig deeper to understand how a microcontroller works. The class will also cover multitasking, signal processing, communication, document writing and advanced skills beyond the Intro to Physical Computing class. Each session will have lectures followed by in-class practices with guidance. The 14-week long assignment is called Do It Once – Do It Again. Bringing an idea or ongoing projects is highly encouraged. This course requires Physical Computing or equivalent experience. Prerequisite: Intro to Phys. Comp. (ITPG-GT 2301)

Interactive Telecommunications (Graduate)
4 credits – 13 Weeks

Sections (Fall 2025)


ITPG-GT 2845-000 (11357)09/05/2025 – 12/05/2025 Fri9:00 AM – 12:00 AM (Morning)at Brooklyn CampusInstructed by Sun, Deqing