HIST OF LITERARY CRITICISM:PLATO TO KANT

• Department: English and Comparative Literature
• Instructor: Kathy H Eden
  CULPA: 19 Wikipedia Info
• 3 points

GAME THEORY

Prerequisites: ECON UN3211 and ECON UN3213 Introduction to the systematic treatment of game theory and its applications in economic analysis.

• Department: Economics
• TR 1:10 p.m.-2:25 p.m.
• Instructor: Babak Somekh
  Info
• 3 points

Internet Technology, Economics, and Poli

INTERNET TECHN ECON AND P

Technology, economic and policy aspects of the Internet. Summarizes how the Internet works technically, including protocols, standards, radio spectrum, global infrastructure and interconnection. Micro-economics with a focus on media and telecommunication economic concerns, including competition and monopolies, platforms, and behavioral economics. US constitution, freedom of speech, administrative procedures act and regulatory process, universal service, role of FCC. Not a substitute for CSEE4119. Suitable for non-majors.

• Department: Computer Science
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Henning G Schulzrinne
  CULPA: 12 Info
• 3 points

MUSIC AND PROPERTY

• Department: Music
• TR 5:40 p.m.-6:55 p.m.
• Instructor: Aaron A Fox
  CULPA: 7 Info
• 3 points

ARCH APROPOS ART

• Department: Architecture, Planning and Preservation
• R 11 a.m.-1 p.m.
• Instructor: Steven M Holl
  Info
• 3 points

PRIN OF MAG RESONANCE IMAGING

Fundamental principles of Magnetic Resonance Imaging (MRI), including the underlying spin physics and mathematics of image formation with an emphasis on the application of MRI to neuroimaging, both anatomical and functional. The examines both theory and experimental design techniques.

• Department: Biomedical Engineering
• R 4:10 p.m.-6:40 p.m.
• Instructor: John T Vaughan
  Info
• 3 points

NERVOUS SYSTEMS

• Department: Architecture, Planning and Preservation
• W 11 a.m.-1 p.m.
• Instructor: Lindy Roy
  Info
• 3 points

ETH POL ACROS POST-SOV EURASIA

Various forms of ethnic politics have characterized politics in many states throughout Eurasia since 1991, from nationalist separatism to violent conflict to political competition among ethnic minorities and majorities. This course is designed to encourage students to think deeply about the relationship between ethnicity and politics. We will consider several questions. First, why does ethnicity become politicized? We investigate this question by examining nationalist secessionism and ethnic conflict—phenomena that mushroomed at the end of the Cold War. We will focus on East Central Europe and the former Soviet Union, devoting special attention to the cases of Yugoslavia, the USSR, Moldova, Abkhazia and South Ossetia, and Chechnya. However, we will also study cases in which the dog didn’t bark, i.e. places where nationalist mobilization and ethnic violence either did not occur, or emerged and then receded as in the ethnic republics of the Russian Federation (including the “Muslim” regions of Tatarstan and Bashkortostan, etc.). In the second part of the course, we will analyze ethnic politics after independent statehood was achieved throughout the post-Soviet space. How do nationalist state-builders try to construct a nation and a state at the same time? Have they incorporated or discriminated against minorities living within “their” states? How have ethnic minorities responded? We will study Ukraine, the Baltics and Kazakhstan where ethnic Russians and Russian-speaking populations form large portions of the population, devoting particular attention to the crisis in Ukraine. We will also examine how the post-conflict regions of Bosnia and Kosovo have dealt with ethnic pluralism. These cases allow us to gain greater understanding of how multi-ethnic states use forms of federalism, consociationalism, and power-sharing as state-building strategies.

• Department: Political Science
• R 10:10 a.m.-noon
• Instructor: Elise Giuliano
  CULPA: 6 Info
• 4 points

PRACTICAL STYLISTICS-RUSS LANG

Prerequisites: RUSS W4334 or the equivalent or the instructor's permission. Prerequisite: four years of college Russian or instructor's permission. The course will focus on theoretical matters of language and style and on the practical aspect of improving students' writing skills. Theoretical aspects of Russian style and specific Russian stylistic conventions will be combined with the analysis of student papers and translation assignments, as well as exercises focusing on reviewing certain specific difficulties in mastering written Russian.

• Department: Slavic Languages
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Irina Reyfman
  CULPA: 5 Info
• 3 points

Music and Global Africa

This course examines the transatlantic sounds of African music, including Afrobeat, Afrobeats, Amapiano, Chimurenga, Highlife, Kwaito, Makossa, Reggae, and more, to explore the rich cultural roots of African musical traditions and how they navigate and assimilate within the global popular culture sphere. From migration and collaborations to the rise of African artists in the era of advanced technology, the course uncovers how these genres transcend borders, inspire cross-cultural innovation, and influence the global music scene in contemporary times. Critical issues such as cultural appropriation, commodification, gender, health, and authenticity in the ever-evolving global music industry will be explored. By the end of the course, you will have a deep understanding of the complex dynamics driving the influence and dissemination of African music across the world.

• Department: Music
• R 2:10 p.m.-4 p.m.
• Instructor: Ruth Opara
  Info
• 3 points

TOPICS-NEUROBIOLOGY & BEHAVIOR

Prerequisites: the instructors permission. Examines current topics in neurobiology and behavior.

• Department: Psychology
• M 6:10 p.m.-8 p.m.
• Instructor: Carl Hart
  CULPA: 43 Wikipedia h-index: 54 Info
• 3 points

Climate Technology

Scientific and economic analysis of real-world technologies for climate change mitigation and adaptation.  Partner with students from the business school to assess and assigned technology based on technical viability, commercial opportunity, and impact on mitigating or adapting to climate change. Assigned technologies provided by the investment community to teams of four, with expectations for independent research on the technologies, with deliverables of written and oral presentations.

• Department: Chemical Engineering
• W 9 a.m.-noon
• Instructor: Alan West
  CULPA: 3 h-index: 48 Info
• 3 points

Poetics of Childhood Figures, Discou

This seminar explores the literary representation of the child and childhood. It focuses on three key areas, which will be examined through a selection of texts by authors including Hoffmann, Keller, Busch, James, Proust, Rilke, Benjamin, and March.

(1) 
Figures
: The seminar will analyze literary depictions of the foreign, mysterious, anarchic, and, most importantly, the evil child, a figuration that began to displace the Romantic image of the "divine child" by the 19th century.
(2) 
Theories
: The seminar will consider the pedagogical and developmental psychological theories of the time, which underpin this shift in discourse, alongside foundational historical and theoretical reflections on childhood, including those by Ariès and Agamben.
(3) 
Poetics
: Central to the selected texts is the question of how childhood can be grasped in literary form—what kinds of memory are invoked, and how the recalled experience of childhood can be articulated in language.

Through an interdisciplinary approach, this seminar will engage with both the evolution of childhood as a cultural construct and the aesthetic challenges of representing it in literature. We will be reading both German and English literature; the reading load typically amounts to 30-50 pages per week, with the exception of two sessions in which we will discuss two English novel(la)s.

Course readings and discussions will be in German.

• Department: Germanic Languages
• R 10:10 a.m.-noon
• Instructor: Nicola Gess
  Info
• 3 points

Deep Learning in Biomedical Imaging

Deep Learning in BME / Im

Introduction to methods in deep learning, with focus on applications to quantitative problems in biomedical imaging and Artificial Intelligence (AI) in medicine. Network models: Deep feedforward networks, convolutional neural networks and recurrent neural networks. Deep autoencoders for denoising. Segmentation and classification of biological tissues and biomarkers of disease. Theory and methods lectures will be accompanied with examples from biomedical image including analysis of neurological images of the brain (MRI), CT images of the lung for cancer and COPD, cardiac ultrasound. Programming assignments will use tensorflow / Pytorch and Jupyter Notebook. Examinations and a final project will also be required.

• Department: Biomedical Engineering
• W 1:10 p.m.-3:40 p.m.
• Instructor: Andrew Laine
  Wikipedia h-index: 43 Info
• 3 points

PRIN-INNOVATN/ENTREPRENEURSHIP

Team project centered course focused on principles of planning, creating, and growing a technology venture. Topics include: identifying and analyzing opportunities created by technology paradigm shifts, designing innovative products, protecting intellectual property, engineering innovative business models.

• Department: Computer Science
• MW 8:40 a.m.-9:55 a.m.
• Instructor: William Reinisch
  CULPA: 1 Info
• 3 points

SUPERVISED INDEPENDENT RESEARCH

All supervisors will be Columbia faculty who hold a PhD. Students are responsible for identifying their own supervisor and it is at the discretion of faculty whether they accept to supervise independent research. Projects must be focused on Hellenic Studies and can be approached from any disciplinary background. Students are expected to develop their own reading list in consultation with their supervisor. In addition to completing assigned readings, the student must also write a Hellenic studies paper of 20 pages. Projects other than a research paper will be considered on a case-by-case basis. Hellenic Studies is an interdisciplinary field that revolves around two main axes: space and time. Its teaching and research are focused on the study of post-classical Greece in various fields: Language, Literature, History, Politics, Anthropology, Art, Archaeology, and in various periods: Late Antique, Medieval, Byzantine, Modern Greek etc. Therefore, the range of topics that are acceptable as a Hellenic Studies seminar paper is broad. It is upon each supervisor to discuss the specific topic with the student. The work submitted for this independent study course must be different from the work a student submits in other courses, including the Hellenic Studies Senior Research Seminar.

• Department: Classics
• Instructor: Nikolas Kakkoufa
  Info
• Instructor: Stathis Gourgouris
  CULPA: 4 Wikipedia Info
• Instructor: Dimitris Antoniou
  h-index: 5 Info
• Instructor: Paraskevi Martzavou
  CULPA: 2 Info
• 3 points

Climate Justice

The unfolding climate emergency occurs at the confluence of three global systems of domination – capitalism, racialized imperialism, and patriarchy. Premised as they are on exploitation, competition, and inequality rather than consideration, cooperation and balance, these systems of domination not only have caused the crisis but are seemingly unable to resolve it. Among the injustices of the contemporary impasse is the likelihood the people who have least benefited from the global (dis)order, and especially minorities in the global south, will be the worst affected casualties of climate change.

Encompassing a focus on equity and frameworks for accountability and redress, the human rights paradigm is a useful lens through which to analyze the emergency, exert accountability, and imagine better futures. It is against this backdrop that this interdisciplinary (climate science, law, politics, social science, development studies and anthropology) course on Climate Justice has been introduced to the Human Rights Studies MA program.

This 3-credit course addresses contemporary issues in the evolving discourse and epistemology of climate justice. How should we understand the climate emergency from a social justice perspective? What terminologies, discourses and paradigms are useful? How have individuals, non-government organizations and social movements sought to overcome climate change vulnerabilities and advance climate justice? What litigation, law and policy initiatives have been brought, and with what level of success? And what alternative models of living, working and being are conceivable for a more socially, ecologically, and existentially sustainable world?

• Department: Institute for Study of Human Rights
• T 12:10 p.m.-2 p.m.
• Instructor: Jacqueline Dugard
  Info
• 3 points

Mechanics of Elastomeric Materials

Mechanics of Elastomers

Mechanics of nonlinear mechanical behavior of elastomeric and elastomeric-like solids. Overview of structure and behavior of elastomers. Kinematics of large deformation. Constitutive models for equilibrium stress-strain behavior, using invariant measures of deformation and statistical mechanics of molecular networks. Hysteretic aspects of structure and behavior due to time dependence and structural evolution with deformation.  Review of experimental data and models to capture and predict observations.  Time permitting: behavior of particle-filled, thermoplastic and biomacromolecular elastomers.

• Department: Mechanical Engineering
• W 10:10 a.m.-12:40 p.m.
• Instructor: Mary Boyce
  Info
• 3 points

Gender and Resistance in Early Modern Li

This class will focus on early modern literature’s fascination with the relationship between women, gender, and political resistance in the early modern period. The works we will read together engage many of the key political analogies of the period, including those between the household and the state, the marital and the social contract, and rape and tyranny. These texts also present multiple forms of resistance to gendered repression and subordination, and reimagine sexual, social, and political relationships in new and creative ways.

Readings will include key classical and biblical intertexts, witchcraft and murder pamphlets, domestic conduct books, defenses of women, poetry (by William Shakespeare, Aemilia Lanyer and Lucy Hutchinson), drama (
Othello
,
The Winter’s Tale
, and
Gallathea
), and fiction (by Margaret Cavendish). The class will also include visits to The Morgan Library, Columbia’s Rare Book and Manuscript Library, and The Metropolitan Museum of Art.

• Department: English and Comparative Literature
• T 2:10 p.m.-4 p.m.
• Instructor: Julie Crawford
  CULPA: 24 Info
• 4 points

PUBLIC ECONOMICS

Prerequisites: ECON UN3211 and ECON UN3213 Types of market failures and rationales for government intervention in the economy. Benefit-cost analysis and the theory of public goods. Positive and normative aspects of taxation. The U.S. tax structure.

• Department: Economics
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Ebonya L Washington
  Info
• 3 points

PSYCH & NEUROPSYCH OF LANGUAGE

• Department: Psychology
• T 4:10 p.m.-6 p.m.
• Instructor: Michele Miozzo
  Info
• 4 points

GENDER & APPLIED ECONOMICS

Prerequisites: ECON UN3211 and ECON UN3213 This course studies gender gaps, their extent, determinants and consequences. The focus will be on the allocation of rights in different cultures and over time, why women's rights have typically been more limited and why most societies have traditionally favored males in the allocation of resources.

• Department: Economics
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Lena Edlund
  CULPA: 8 Info
• 3 points

CULTURE, MEMORY, CRISIS IN US

This course examines how Americans have used culture as a means to respond to, interpret, and remember acute social crises over the last century. Why do some periods of social upheaval create breaks in cultural forms and practices while others encourage an impetus to defend cultural practices, thereby facilitating the “invention of tradition”?  How are the feelings released in such moments—whether trauma, outrage, rage, insecurity, or fear—turned into cultural artifacts?  What is at stake in how they get memorialized?  To answer these questions, this course examines responses to the lynching of black Americans, the Great Depression, World War II and the black freedom struggle during the postwar period.   We will examine a wide range of individually and collectively produced artifacts about these events, including photography, plays, songs, movies, comic books, novels, government sponsored programs, and world fairs.

• Department: History
• W 4:10 p.m.-6 p.m.
• Instructor: Hilary-Anne Hallett
  CULPA: 2 Info
• 4 points

Narratives of Return

This course combines history, literature and film to explore the complex question of return — as fantasy, policy, horizon, paradox, temporary practice or new departure. Drawing largely on Francophone and Arab perspectives, we will delve into the history of displacement and migrations, nostalgia and hauntings, to explore the many figures of return: the exile, the soldier, the transfuge, the impostor… We will range widely in time and space, from the Odyssey to Dahomey, from Martin Guerre to Ghassan Kanafani. We will study the shifting politics and affects that have attended ideas of return, from ancient arcadias to immigrant communities and repatriated works of art. Co-taught by a historian and a poet and featuring guest speakers and practitioners, this seminar offers a truly interdisciplinary approach to one of the most vexed questions of our time.

• Department: French
• R 10:10 a.m.-noon
• 3 points

Neural Plasticity

This seminar provides an overview of the mechanisms and behaviors associated with neural plasticity. Students will obtain a basic working knowledge of the different types of neural plasticity, and how these affect cognition and behaviors.

• Department: Psychology
• W 12:10 p.m.-2 p.m.
• Instructor: Tina Kao
  CULPA: 10 Info
• 4 points

Emotional Brain Development

There is nothing more important to us than the feelings that we have. But where do our emotions come from and why do we sometimes feel differently from our peers? The reason usually involves an understanding of one’s developmental history.  This course uses a developmental approach to address emotional brain-behavior relationships.  We will discuss theoretical papers and empirical work that covers typical and atypical behavior and the neurobiology that supports behavioral change across age. A translational approach is taken that uses animal models and human examples to illustrate these developmental trajectories. We will cover experimental approaches during discussion of each topic.

• Department: Psychology
• T 2:10 p.m.-4 p.m.
• Instructor: Nim L Tottenham
  Info
• 4 points

WOMEN IN CITIES: SUST URB DSGN,PLNG,MGMT

The course will examine both acknowledged indicators of women’s and girls’ inclusion in the conceptualization and life of a city (e.g., access to shelter, clean water, sanitation, safe transport, healthcare, education, jobs and leadership positions), and those not sufficiently acknowledged (stability and tenure in housing, labor force inclusion and wage parity, physical, mental and environmental health, sexual and reproductive rights, freedom from violence, assured levels of participation in policy- and decision-making, etc.). Migrating between multiple cultural and sociopolitical contexts, and between the individual and metropolitan, national and indigenous levels of policymaking, the course will look at how today’s cities have evolved; the consequential disconnect between enshrined legal frameworks, regulatory and administrative structures, and concrete urban realities; and at how, through a sustainable process of inclusive community and private sector engagement, responsive design, and strategic budgeting to realize select well-defined priorities, tomorrow’s cities can be better attuned to the human scale of their primary constituents by becoming more aware, inclusive, accommodating and enabling of women and families. Each week, one or more leading and cutting-edge thinkers and practitioners in the areas of urban and environmental design and management, corporate social responsibility, landscape architecture and planning, sustainable engineering, and urban health,  wellbeing and women’s rights will share their experience, current thinking and ideas in featured guest lectures; these will be followed by wide-ranging conversations among the instructor, lecturers and students, enabling students to hear firsthand how private, public and non-profit sector managers, policymakers and designers approach and deal with such issues as (for instance) making transport hubs equally navigable for women with strollers, walkers or young children, or implementing green or family-friendly CSR policies.

• Department: Sustainability Management
• W 6:10 p.m.-8 p.m.
• Instructor: Susan M Blaustein
  CULPA: 1 Wikipedia Info
• 3 points

Stress and the Brain

This course will use clinical studies and experimental research on animals to understand the impact of stress during various periods of development on brain function and behavior.  We will address the long- and short-term consequences of stress on cognition, emotion, and ultimately psychopathology through investigating how various stressors can induce neurobiological and behavioral outcomes through genetic, epigenetic, and molecular mechanisms in the brain.

• Department: Psychology
• F 2:10 p.m.-4 p.m.
• Instructor: Jennifer Blaze
  Info
• 4 points

Mediterranean Humanities I

Mediterranean Humanities I explores the literatures of the Mediterranean from the late Middle Ages to the Early Nineteenth Century. We will read Boccaccio, and Cervantes, as well as Ottoman poetry, Iberian Muslim apocalyptic literature, and the Eurasian connected versions of the One Thousand and One Nights. We will dive into the travel of texts and people, stories and storytellers across the shores of the Middle Sea. Based on the reading of literary texts (love poetry, short stories, theater, and travel literature), as well as letters, biographies, memoirs, and other ego-documents produced and consumed in the Early Modern Mediterranean, we will discuss big themes as Orientalism, estrangement, forced mobility, connectivity, multiculturalism and the clash of civilizations. Also, following in the footsteps of Fernand Braudel and Erich Auerbach, we will reflect on the Mediterranean in the age of the first globalization as a laboratory of the modern global world and world literature.

• Department: Italian
• W 2:10 p.m.-4 p.m.
• Instructor: Pier Mattia Tommasino
  CULPA: 7 Info
• 3 points

HEALTH PHYSICS

Fundamental principles and objectives of health physics (radiation protection), the quantities of radiation dosimetry (the absorbed dose, equivalent dose, and effective dose) used to evaluate human radiation risks, elementary shielding calculations and protection measures for clinical environments, characterization and proper use of health physics instrumentation, and regulatory and administrative requirements of health physics programs in general and as applied to clinical activities.

• Department: Applied Physics and Applied Mathematics
• M 5:30 p.m.-8 p.m.
• Instructor: Peter Caracappa
  h-index: 12 Info
• 3 points

INTERNATIONAL TRADE

Prerequisites: ECON UN3211 and ECON UN3213 The theory of international trade, comparative advantage and the factor endowments explanation of trade, analysis of the theory and practice of commercial policy, economic integration. International mobility of capital and labor; the North-South debate.

• Department: Economics
• TR 4:10 p.m.-5:25 p.m.
• Instructor: Jonathan I Dingel
  Info
• 3 points

Columbia Commons IPE Seminar

Relationships of Care

• Department: Medical Humanities and Ethics
• Instructor: Yinde Newby-Azziz
  Info
• 0-2 points

Columbia Commons IPE Seminar

Aging and End-of-Life

• Department: Medical Humanities and Ethics
• Instructor: Yinde Newby-Azziz
  Info
• 0-2 points

Columbia Commons IPE Seminar

Spirituality and Healthcare

• Department: Medical Humanities and Ethics
• Instructor: Yinde Newby-Azziz
  Info
• 0-2 points

SUSTAINABILITY AND THE MEANING OF PLACE

In this class, students will travel to Cuttyhunk Island in Massachusetts to explore issues of history, sustainability, and climate change. It will serve to address the one-credit practicum requirement in the Undergraduate Program in Sustainable Development.  The overarching question students will ask is: what does it mean to inhabit a place well? To answer this, students will read a selection of literary, historical, and scientific texts while performing physical labor including meal preparation and oyster cultivation on Cuttyhunk Island and assuming responsibility for their classmate community through self-governance. Taught in collaboration with faculty at the Gull Island Institute, the course enables students to critically investigate multiple ways in which knowledge of place is produced and to explore how such knowledge informs, and ought to inform, practices of sustainable development. In traveling to Cuttyhunk Island, students will take up a standpoint from which to consider their own learning goals and develop approaches to more fruitfully engaging the places of Manhattan Island and the Columbia University campus in the course of their SDEV studies.

The class will use the physical setting of islands, and the conjunction of seminar with labor, self-governance, and everyday life, to connect different kinds of knowledge across boundaries of discipline and tradition, thought, and embodied practice. Students will analyze written texts, but they will also be challenged to read and interpret a piece of the landscape, an object, or ecosystem through their immersive experience on Cuttyhunk Island. Readings will investigate the natural and human histories of the Buzzards Bay region, contemporary sustainability efforts on Cuttyhunk, as well as the wider assumptions and categories that shape the ideas of sustainability and habitability: what models of action and agency are entailed in these concepts? What relationships between humans and non-human (beings and environments) do such concepts presuppose? Finally, what skills, structures, and actions are necessary to make places habitable, and inhabit them well?

• Department: Earth Institute
• Instructor: Jason Smerdon
  CULPA: 4 h-index: 47 Info
• 1 points

PROCESS SAFETY

Aimed at seniors and graduate students. Provides classroom experience on chemical engineering process safety as well as Safety in Chemical Engineering certification. Process safety and process control emphasized. Application of basic chemical engineering concepts to chemical reactivity hazards, industrial hygiene, risk assessment, inherently safer design, hazard operability analysis, and engineering ethics. Application of safety to full spectrum of chemical engineering operations.

• Department: Chemical Engineering
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Robert G Bozic
  Info
• 3 points

READINGS IN HEBREW TEXTS I

Prerequisites: (MDES GU4510) and (MDES GU4511) 3RD Year Modern Hebrew or the instructor's permission. This course focuses on central identities shaping Israeli society and is designed to give students extensive experience in reading Hebrew. Through selected readings of contemporary literary works and media texts, students will increase their proficiency in Hebrew and enhance their understanding of Israeli culture and society. All readings, written assignments, and class discussions are in Hebrew. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• MW 12:10 p.m.-2 p.m.
• Instructor: Naama Harel
  CULPA: 1 Info
• 4 points

ITL CULTRL ST II:WWI-PRESENT

An interdisciplinary investigation into Italian culture and society in the years between World War I and the present. Drawing on historical analyses, literary texts, letters, film, cartoons, popular music, etc. the course examines some of the key problems and trends in the cultural and political history of the period. Lectures, discussion and required readings will be in English. Students with a knowledge of Italian are encouraged to read the primary literature in Italian.

• Department: Italian @Barnard
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Nelson Moe
  CULPA: 10 h-index: 6 Info
• 3 points

Advanced Moving Image: Video, Film, Art

Adv Moving Image:Video, F

Advanced Moving Image: Video, Film, Art & Movement
is an advanced moving image class which centers on the use of both established and emergent digital technologies as a medium for exploration and artistic expression. The focus will be on artworks that reference the body/bodies in movement, the creation of Avatars and the designing of environments and spatial narratives. Existing works from this emergent area will be shown to give cultural and historical context, seen through a personal and political lens. The course will be intensive and hands-on, the apprehension of technical and aesthetic skills will be utilized to create works based on the individual or collective expression of the artist/s.

Students are encouraged to explore areas of personal interest and to incorporate this research
into their production work. Taking an active role in class discussions and production teamwork is
required. The course is offered to both graduate and undergraduate students. It is expected that at the end of the course students will have gained an active knowledge of core concepts and techniques useful in working with performance capture within an art context.

• Department: Visual Arts
• M 10 a.m.-4 p.m.
• Instructor: Matthew E Buckingham
  Wikipedia Info
• 3 points

INTERNATIONAL MACROECONOMICS

Prerequisites: ECON UN3211 and ECON UN3213. Econ GU4505 is an

elective in the economics major. The course develops models for the

analysis of the determinants of international capital flows, trade

imbalances, and exchange rates. The models are then used as the basis

for the discussion of topics such as Global Imbalances, Uncertainty and

the Current Account, The Global Saving Glut, Purchasing Power Parity,

Sudden Stops, Real Exchange Rates and Productivity, Covered Interest

Rate Parity, Uncovered Interest Rate Parity, Borrowing Externalities and

Optimal Capital Controls, Overborrowing,  Macroeconomic Adjustment under

Flexible and Fixed Exchange Rates,  Twin Deficits, and Balance of

Payment Crises.

• Department: Economics
• MW 8:40 a.m.-9:55 a.m.
• Instructor: Stephanie Schmitt-Grohe
  CULPA: 8 Wikipedia h-index: 41 Info
• 3 points

OPERATION RES IN PUBLIC POLICY

OR in Public Policy

Aims to give the student a broad overview of the role of Operations Research in public policy. The specific areas covered include voting theory, apportionment, deployment of emergency units, location of hazardous facilities, health care, organ allocation, management of natural resources, energy policy, and aviation security. Draws on a variety techniques such as linear and integer programming, statistical and probabilistic methods, decision analysis, risk analysis, and analysis and control of dynamic systems.

• Department: Industrial Engineering and Operations Research
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Eric Stratman
  Info
• 3 points

UNORTHODOX PRACTICES 3: PRACTICE AS A PR

• Department: Architecture, Planning and Preservation
• R 9 a.m.-11 a.m.
• Instructor: Juan Herreros
  Wikipedia Info
• 3 points

READINGS IN CLASSICAL CHINESE

Prerequisites: CHNS W4007 or the equivalent. Admission after placement exam. Focusing on Tang and Song prose and poetry, introduces a broad variety of genres through close readings of chosen texts as well as the specific methods, skills, and tools to approach them. Strong emphasis on the grammatical and stylistic analysis of representative works. CC GS EN CE

• Department: East Asian Languages and Cultures
• WF 10:10 a.m.-11:25 a.m.
• Instructor: Andrew Plaks
  Info
• 4 points

PROCESS & PRODUCT DESIGN II

Students carry out a semester-long process or product design project. The project culminates with a formal written design report and a public presentation.

• Department: Chemical Engineering
• MW 5:40 p.m.-6:55 p.m.
• Instructor: Sakul Ratanalert
  Info
• 3 points

Renewable Energy and Smart Grid Power S

RENEW ENERGY/SMART GRD PW

Renewable energy such as wind and photovoltaics, hydrogen, electric vehicles, and building decarbonization; geothermal energy and resources; data centers; smart inverters; energy storage technologies; automated metering infrastructure (AMI); distributed energy resource management (DERMS); cybersecurity for the grid.

• Department: Electrical Engineering
• W 7 p.m.-9:30 p.m.
• Instructor: Sindhu Suresh
  Info
• 3 points

PROJECT MANAGEMENT

Project Mgmt of Complex System

Management of complex projects and the tools that are available to assist managers with such projects. Topics include project selection, project teams and organizational issues, project monitoring and control, project risk management, project resource management, and managing multiple projects.

• Department: Industrial Engineering and Operations Research
• F 10:10 a.m.-12:40 p.m.
• Instructor: Dave Begun
  Info
• 3 points

Industry Projects in Analytics & Operati

Industry Projs in Analyti

Teams of students work on real-world projects in analytics. Focus on three aspects of analytics: identifying client analytical requirements; assembling, cleaning and organizing data; identifying and implementing analytical techniques (e.g., statistics and/or machine learning); and delivering results in a client-friendly format. Each project has a defined goal and pre-identified data to analyze in one semester. Client facing class. Class requires 10 hours of time per week and possible client visits on Fridays.

• Department: Industrial Engineering and Operations Research
• M 9 a.m.-11:30 a.m.
• Instructor: Michael Robbins
  Wikipedia Info
• 3 points

3RD YR MODERN HEBREW II

Prerequisites: Third Year Modern Hebrew I or Hebrew for Heritage Speakers II Focus on transition from basic language towards authentic Hebrew, through reading of un-adapted literary and journalistic texts without vowels. Vocabulary building. Grammar is reviewed in context. A weekly hour is devoted to practice in conversation. Daily homework includes reading, short answers, short compositions, listening to web-casts, or giving short oral presentations via voice e-mail. Frequent vocabulary quizzes. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• MW 10:10 a.m.-noon
• Instructor: Yael Flusser
  Info
• 4 points

Molecular Biology

Prerequisites: one year of biology. This is a lecture course designed for advanced undergraduates and graduate students. The focus is on understanding at the molecular/biochemical level how genetic information is stored within the cell, how it is replicated and expressed, and how it is regulated. Topics covered include genome organization, DNA replication and repair, transcription, RNA processing, and translation. This course will also emphasize the critical analysis of the scientific literature and help students understand how to identify important biological problems and how to address them experimentally. SPS and TC students may register for this course, but they must first obtain the written permission of the instructor, by filling out a paper Registration Adjustment Form (Add/Drop form). The form can be downloaded at the URL below, but must be signed by the instructor and returned to the office of the registrar.
http://registrar.columbia.edu/sites/default/files/content/reg-adjustment.pdf

• Department: Biological Sciences
• MW 2:40 p.m.-3:55 p.m.
• Instructor: Alice Heicklen
  CULPA: 15 Info
• 3 points

FIFTH YEAR KOREAN II

• Department: East Asian Languages and Cultures
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Joowon Suh
  Info
• 4 points

CONDUCTING MUSIC

Prerequisites: advanced music major and extensive contemporary music background. Analysis of the modern repertory of contemporary music with directional emphasis on actual conducting preparation, beating patterns, rhythmic notational problems, irregular meters, communication, and transference of musical ideas. Topics will include theoretical writing on 20th-century conducting, orchestration, and phrasing.

• Department: Music
• TR 1:10 p.m.-2:25 p.m.
• Instructor: Jeffrey Milarsky
  CULPA: 6 Wikipedia Info
• 3 points

Foundations of Entrepreneurship

Entrepreneurship is one of the most important economic activities shaping the United States. Entrepreneurial processes play a role in delivering new solutions to social problems, they are a strong determinant of wealth inequality and spatial disparities, and underlie technological progress. The class Foundations of Entrepreneurship provides any undergraduate student a comprehensive introduction to what entrepreneurship is and how it functions, including understanding how an idea evolves into a company, the role of key actors in an entrepreneurial ecosystem, and experiencing the entrepreneurial process. The class is valuable to any student in science, engineering, and liberal arts who would like to understand what determines whether promising inventions and solutions fulfill their potential impact. It is offered as part of the Mendelson Center’s special program in business management.

The content is delivered incorporating lecture-based content, case discussions of existing companies, and group work to develop an early-stage idea and pitch it to a panel of investors.

Foundations of Entrepreneurship is a prerequisite to future lab-based entrepreneurship classes for undergraduates, Launch Your Startup and Entrepreneurial Greenhouse.

For Mendelson Students Only.

• Department: Mendelson Center
• T 1:10 p.m.-3:40 p.m.
• Instructor: Mattan Griffel
  Info
• 3 points

FIFTH YEAR CHINESE II

The Fifth Year Chinese course is designed for advanced learners who have a proficient command of the Chinese language in all four aspects: listening, speaking, reading, and writing, regardless of whether they have Chinese heritage. The course provides a wide variety of literary genres, ranging from short stories to aesthetic essays to academic articles, to enhance students' mastery of formal written Chinese. While the primary objectives of this course lie in reading, students also have opportunities to develop their speaking competence through a variety of in-class discussions, debates, and presentations.

• Department: East Asian Languages and Cultures
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Lening Liu
  CULPA: 9 Info
• 4 points

INTRODUCTION TO KANBUN

• Department: East Asian Languages and Cultures
• TR 10:10 a.m.-11:25 a.m.
• Instructor: David B Lurie
  CULPA: 17 Info
• 4 points

The Politics of Memory. Remembrance, Eth

This seminar will explore the multidimensional interplay between collective memory, politics, and history in France since 1945. We will examine the process of memorializing key historical events and periods – the Vichy regime, the Algerian War, the slave trade – and the critical role they played in shaping and dividing French collective identity. This exploration will focus on multiple forms of narratives – official history, victims’ accounts, literary fiction – and will examine the tensions and contradictions that oppose them. The seminar will discuss the political uses of memory, the influence of commemorations on French collective identity, and the role played by contested monuments, statues and other “
lieux de mémoire
” (“sites of memory”). We will ask how these claims on historical consciousness play out in the legal space through an exploration of French “memorial laws”, which criminalize genocide denial and recognize slave trade as a crime against humanity. These reflections will pave the way to retracing the genesis of the “
devoir de mémoire
” (“duty to remember”), a notion that attempts to confer an ethical dimension to collective memory. The seminar will examine the multiple uses of the French injunction to remember – as a response to narratives of denial, as an act of justice towards the victims, and as an antidote to the recurrence of mass crimes and persecutions. We will examine how amnesty is used to reconcile conflicting collective memories and will evaluate the claim that the transmission

• Department: French
• M 4:10 p.m.-6 p.m.
• Instructor: Emmanuel Kattan
  Info
• 3 points

DATA ANALYTICS

IEOR students only; priority to MSBA students. Survey tools available in Python for getting, cleaning, and analyzing data. Obtain data from files (csv, html, json, xml) and databases (Mysql, PostgreSQL, NoSQL), cover the rudiments of data cleaning, and examine data analysis, machine learning, and data visualization packages (NumPy, pandas, Scikit-lern, bokeh) available in Python. Brief overview of natural language processing, network analysis, and big data tools available in Python. Contains a group project component that will require students to gather, store, and analyze a data set of their choosing.

• Department: Industrial Engineering and Operations Research
• TR 4:10 p.m.-5:25 p.m.
• Instructor: Uday Menon
  Info
• 3 points

ANALYTICS IN PRACTICE

MSBA students only. Groups of students will work on real world projects in analytics, focusing on three aspects: identifying client analytical requirements; assembling, cleaning, and organizing data; identifying and implementing analytical techniques (statistics, OR, machine learning); and delivering results in a client-friendly format. Each project has a well-defined goal, comes with sources of data preidentified, and has been structured so that it can be completed in one semester. Client-facing class with numerous on-site client visits; students should keep Fridays clear for this purpose.

• Department: Industrial Engineering and Operations Research
• R 7:10 p.m.-9:40 p.m.
• T 4:10 p.m.-6:40 p.m.
• Instructor: Hardeep Johar
  Info
• Instructor: Yaren Kaya
  Info
• 3 points

Advanced Cell and Tissue Engineering: Fr

Advanced Cell & Tis Eng:

Covers advancements in the fields of cellular and developmental biology, molecular biology and materials science towards the development of “tissue engineered” therapies.  Emphasis on tissue engineering therapies applied to musculoskeletal tissues, such as bone, cartilage, and skeletal muscle, and nervous tissues (central and peripheral nervous system). Design considerations and concepts in market analysis examined.

• Department: Biomedical Engineering
• R 4:10 p.m.-6:40 p.m.
• Instructor: Treena L Arinzeh
  Wikipedia Info
• 3 points

MACHINE LEARNING FE & OPR

MS IEOR students only. Introduction to machine learning, practical use of ML algorithms and applications to financial engineering and operations. Supervised learning: regression, classification, resampling methods, regularization, support vector machines (SVMs), and deep learning. Unsupervised learning: dimensionality reduction, matrix decomposition, and clustering algorithms.

• Department: Industrial Engineering and Operations Research
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Daniel Bienstock
  h-index: 38 Info
• 3 points

The Science of Sex

What is good sex? What, even, is sex? Who should be having it with whom, and when? Why does sex hurt sometimes? Why does it feel incredible, when it does? What makes sex healthy? Normal? Who says? How do they know? Why?

Across the past hundred and fifty years, time doctors, biologists, psychologists, feminists, phrenologists, and LGBTQ activists have spent lifetimes struggling over the answers to these questions and more. In this class, we will explore the growth and development of the field of sexology, its vast impact on U.S. and German life and its imbrications with structures of oppression and visions of (often imperfect) liberation. To do so, we will read a range of both primary and secondary sources from a variety of different schools and perspectives.

The attempt to scientifically study and define sex fundamentally reshaped both sex and science. It changed how everyday people lived their lives and helping give birth to new scientific disciplines. It also helped produce and police idea of normal, healthy sex, and provided evolutionary justifications for heterosexuality and patriarchy. The activist response – both in and outside of the field of sexology – helped build the modern feminist and LGBTQ movements and reshaped how everyday people made sex of sex, gender, and sexuality. Even if deeply flawed, sexology was also widely contentious, with major scholars having their books burned and banned in both the United States and Germany.

• Department: American Studies @Barnard
• W 11 a.m.-12:50 p.m.
• Instructor: Dani Joslyn
  Info
• 4 points

Critical Area Studies: Overlapping Borde

How can we understand social realities that transcend territorial boundaries? How is the study of the region itself part of the region's story? This course explores these and related questions through Inner Northeast Asia, the borderland region that stretches between Russia, China, Mongolia, and Korea. Through selections from English language scholarship and translations of primary sources, this introduction to a region shaped by multiple legacies of imperial rule offers a chance to reflect on the limits of nation-states. No background knowledge or languages other than English are required.

• Department: Anthropology
• M 12:10 p.m.-2 p.m.
• Instructor: James Meador
  Info
• 4 points

Visualization and Storytelling with Data

Data Visualization

Data visualization and how to build a story with data. Using complex data or statistics to communicate results effectively. Learn to present analysis and results conscisely and effectively.

• Department: Industrial Engineering and Operations Research
• F 9 a.m.-5 p.m.
• Instructor: Michelle Glaser
  Info
• 1.5 points

Beyond Human in Modern Hebrew Literature

Beyond Human in Mod Hebre

“The possibility of pogroms,” claims Theodor Adorno, “is decided in the moment when the gaze of a fatally-wounded animal falls on a human being. The defiance with which he repels this gaze—’after all it's only an animal’—reappears irresistibly in cruelties done to human beings.” This course traces the development of Modern Hebrew literature, from its fin-de-siècle revival to contemporary Israeli fiction, through the prism of animality and animalization. We will focus on human-animal relations and animalization/dehumanization of humans in literary works by prominent Hebrew authors, including M.Y. Berdichevsky, Devorah Baron, S.Y. Agnon, Amos Oz, David Grossman, Orly Castel-Bloom, Almog Behar, Etgar Keret, and Sayed Kashua. Employing posthumanist and ecofeminist theoretical lenses, we will analyze the bio-political intersections of species and gender, as well as animalization as a process of otherization of marginalized ethnic groups. Throughout the course, we will ask questions, such as: why animals abound in Modern Hebrew literature? Are they merely metaphors for intra-human issues, or rather count as subjects? What literary devices are used to portray animals? How has the depiction of human-animal relations changed in Hebrew over the last 150 years? How do cultural and political frameworks inform representations of human-animal relations? No prior knowledge of Hebrew is required; all readings and class discussions will be in English. Course participants with reading knowledge of Hebrew are encouraged to consult the original literary texts, provided by the instructor upon request.

• Department: Middle Eastern, South Asian and African Studies
• W 2:10 p.m.-4 p.m.
• Instructor: Naama Harel
  CULPA: 1 Info
• 4 points

Performance, Objectives, & Results Using

Performance,Objectives&Re

OKR framework and different variations. Measurement techniques (A/B testing, validation, correlation, etc.) Identifying what to measure in product experience and business initiatives. Data-driven decision making.

• Department: Industrial Engineering and Operations Research
• FSU 9 a.m.-5 p.m.
• Instructor: Nicolas Chikhani
  Info
• 1.5 points

Applied Analytics: from Data to Decision

Applied Analytic Data-Dec

Applied Analytics focus querying and transforming data with SQL, defining and visualizing metrics, measuring impact of products / processes. Tools and techniques to convert raw data to business decisions, statistical analysis. Be able to apply these techniques to real-world datasets.

• Department: Industrial Engineering and Operations Research
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Fabrizio Lecci
  Info
• 3 points

Immunoengineering with Biomaterials and

ImmunoEng with Biomat&Nan

Introduction to fundamental aspects of immunology and engineering strategies to modulate the immune system to improve human health. We will cover the innate and adaptive immune system and current methods to characterize the immune response. Applications focus on cancer, vaccines, and autoimmune disorders.

• Department: Biomedical Engineering
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Santiago Correa
  Info
• 3 points

DATA MINING

Course covers major statistical learning methods for data mining under both supervised and unsupervised settings. Topics covered include linear regression and classification, model selection and regularization, tree-based methods, support vector machines, and unsupervised learning. Students learn about principles underlying each method, how to determine which methods are most suited to applied settings, concepts behind model fitting and parameter tuning, and how to apply methods in practice and assess their performance. Emphasizes roles of statistical modeling and optimization in data mining.

• Department: Industrial Engineering and Operations Research
• W 7 p.m.-9:30 p.m.
• Instructor: Krzysztof M Choromanski
  Info
• 3 points

Multimodal Neuroimaging

Practical implementation of neuroimaging techniques, data types, processing methods and clinical findings on independent datasets across a variety of neurological and psychiatric conditions. Basics from anatomy to digital image analysis will be explored culminating in a final project.

• Department: Biomedical Engineering
• R 4:10 p.m.-6:40 p.m.
• Instructor: Frank A Provenzano
  Info
• 0-3 points

Wittgenstein in the Machine

This seminar explores the intersections between Ludwig Wittgenstein's philosophy and key developments in artificial intelligence. We will examine how Wittgenstein’s later philosophy challenges contemporary debates about the capabilities and limitations of machine intelligence. We will also learn how AI practitioners actively engage with Wittgenstein’s ideas, developing innovative methods in machine translation, semantic networks, or natural language processing (NLP) in general.

• Department: Comparative Literature and Society, Institute for
• T 4:10 p.m.-6 p.m.
• Instructor: Lydia Liu
  CULPA: 2 Info
• 4 points

Sacrifice

This seminar provides an overview of sacrifice in both theory and practice. The concept of sacrifice, and its contestation, allows us to explore a range of issues and institutions related to the (often violent) act of “giving up,” or exchange. What must a sacrifice be, and how do its instantiations—for God; for country; for kin; for love; for rain; etc.—take shape? Readings are drawn from a range of sources, including Biblical texts and commentaries, the anthropological record, critical theory, comparative literature, and work on race and gender. The seminar aims to provide students with a strong foundation for relating sacrifice to broader concerns with the body, media/mediation, religion, politics, and kinship.

• Department: Religion
• R 2:10 p.m.-4 p.m.
• Instructor: Matthew Engelke
  CULPA: 3 Wikipedia h-index: 25 Info
• 4 points

MEDICAL PHYSICS SEMINAR

Required for all graduate students in the Medical Physics Program. Practicing professionals and faculty in the field present selected topics in medical physics.

• Department: Applied Physics and Applied Mathematics
• M 9 a.m.-10:15 a.m.
• Instructor: Cheng S Wuu
  CULPA: 1 Info
• 0 points

MICRO/NANO STRUCT CELL ENG

Design, fabrication, and application of micro-/nanostructured systems for cell engineering. Recognition and response of cells to spatial aspects of their extracellular environment. Focus on neural, cardiac, coculture, and stem cell systems. Molecular complexes at the nanoscale.

• Department: Biomedical Engineering
• M 2:10 p.m.-4 p.m.
• Instructor: Lance Kam
  CULPA: 7 h-index: 38 Info
• 3 points

MICRO/NANO STRUCT CELL ENG

Design, fabrication, and application of micro-/nanostructured systems for cell engineering. Recognition and response of cells to spatial aspects of their extracellular environment. Focus on neural, cardiac, coculture, and stem cell systems. Molecular complexes at the nanoscale.

• Department: Video Network
• Instructor: Lance Kam
  CULPA: 7 h-index: 38 Info
• 3 points

A Structural View of Biology

The course covers a general introduction to the theory and experimental techniques of structural biology (protein expression and purification, protein crystallography, cryo-electron microscopy, nuclear magnetic resonance) and then how to use the structural information to understand biochemical and biological processes. The first part of the course will cover the general introduction to structural biology. The second part of the course will involve discussions and explorations of various structures, led by the instructor but with substantial participation from the students, to understand the molecular mechanisms of selected biochemical and biological processes. In the final part of the course, each student will select and lead discussions on a primary structural biology paper. The overall goal of the course is to increase the understanding of how protein structures are determined, what protein structures look like, and how to use the structures to understand biology.

• Department: Biological Sciences
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Liang Tong
  CULPA: 8 Wikipedia h-index: 85 Info
• 3 points

Making Modern New York

The aim of this course is to examine the built environment of New York City as it enters – and helps define – the modern era. The scope of our study is the last quarter of the 19th century to today and the strategy to tackle the vast topic will be to highlight significant moments and monuments – for example, the Brooklyn Bridge, Grand Central, Empire State Building, NYCHA housing, the U.N. complex, postwar Park Avenue, the 1964 New York World’s Fair, and Twin Towers – and question “In what ways are they modern?”

The lectures and class discussion will explore the idea of modernity using multiple lenses, including technological advances, architectural style and ideology, products and sites of construction and real estate investment, and acts of government planning and social policy. Throughout, the urban dimension will be key in our critical analysis. Classroom sessions, for the most part, will be organized as lectures and discussions of assigned readings. There will also be sessions outside the classroom, including a visit to the drawing collection of Avery Architectural & Fine Arts Library and to The Skyscraper Museum, as well as a walking tour of Midtown Manhattan.

• Department: Art History and Archaeology
• M 12:10 p.m.-2 p.m.
• Instructor: Carol A Willis
  Wikipedia Info
• 4 points

Fundamentals of Human Genetics

From the notion of a type-specimen for a species to a wild-type mouse strain, biology has long relied on the idea of an archetype. In reality, however, there is variation everywhere one looks—no wild-type, only mutants. This variation is what makes some families taller than others or more susceptible to autism. Making sense of these differences is what led from the study of “the” human genome to that of millions of genomes. Notably, this goal is central to precision medicine, undergirding accurate disease risk prediction and tailored individual treatments. This shift in perspective poses new and fundamental questions, challenging us to understand how genetic perturbations and environmental effects together give rise to human difference. The goal of this course is to provide a basis for the study of such questions, by focusing on the causes and consequences of human genetic variation. It aims to provide a fundamental toolbox with which to approach human genetic data and to facilitate access to exciting developments in the field, from weekly discoveries about our prehistory to major developments in our understanding of the genetic basis for disease risk. The basis for the course is a new, freely available textbook, An Owner’s Guide to the Human Genome, by Jonathan Pritchard.

• Department: Biological Sciences
• TR 4:10 p.m.-5:25 p.m.
• 3 points

TOPICS IN OPERATIONS RESEARCH

This course is designed as an introductory exposure to entrepreneurial concepts and practical skills for engineering students (and others) who wish to explore entrepreneurship conceptually or as a future endeavor in their careers. The class will be a mix of lecture, discussion, team-building and in-the-field workshopping of concepts we cover.

• Department: Industrial Engineering and Operations Research
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Karl Sigman
  CULPA: 15 Info
• 1.5 points

TOPICS IN OR

Analytics Engineering

Each offering of this course is devoted to a particular sector of Operations Research and its contemporary research, practice, and approaches. If topics are different, then course can be taken more than once for credit.

• Department: Industrial Engineering and Operations Research
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Fabrizio Lecci
  Info
• 3 points

High-dimensional statistics for biomedic

HD Stat for biomedical da

Statistical machine learning techniques and advanced mathematical concepts for analysis of high-dimensional biomedical data. Topics include optimal transport and probabilistic modeling for multi-modal genomic and imaging data integration and analysis of spatial and temporal dynamics. Programming assignments, problem sets, and a final project will be required.

• Department: Biomedical Engineering
• R 10:10 a.m.-12:40 p.m.
• 3 points

TOPICS IN OPERATIONS RESEARCH

• Department: Industrial Engineering and Operations Research
• R 1:10 p.m.-3:40 p.m.
• Instructor: Grace Lin
  Info
• 3 points

TOPICS IN OPERATIONS RESEARCH

This Columbia University course offers a project-based learning experience focused on systematic quantitative investment. It covers the full data science workflow, from concept to performance evaluation. Students will engage in a real-time financial forecasting competition, using open-source financial and alternative data, to make and present investment decisions. Ideally, this course suits students aspiring to careers as quants or data scientists in the financial sector.

• Department: Industrial Engineering and Operations Research
• M 7 p.m.-9:30 p.m.
• Instructor: Devon Peticolas
  Info
• 3 points

Constructs of Solidarity: Architecture a

Arch. in LatAm 1950-2010

Since the 1950’s, built environments across Latin America increasingly served as testing grounds for new strategies of urban solidarity in architecture. Writing on the rapid modernization of this period, social theorists in the region have identified solidarity as a distinct marker of Latin American modernity. This seminar examines the role of architecture in this recent history of Latin America with a focus on the cultural forms and social practices that fostered solidarity processes since the mid-twentieth century. Through interdisciplinary and cross-border collaborations, communities, architects, social thinkers, and policy makers combined experimental ideas of aided housing and public spaces with new social concepts in efforts to restructure Latin American cities reshaped by the “great urban explosion.” These social projects in architecture were closely followed by their North American counterparts and soon connected vaster Pan-American territories. Seen primarily as the pursuit of egalitarian and inclusive values in the built environment, we will examine the many forms that these constructs of solidarity in Latin America assumed in architecture during the following decades.

Conceived to look closely and critically at the projects, social concepts, and institutions behind solidarity programs and designs, this seminar will concentrate on two interwoven threads: 1. Architectural theories and projects that fostered community, cross-class, or state programs of solidarity in the design of housing, public spaces and services; 2. The social theories and institutions that supported these approaches in architecture. From self-construction to “superbloques,” and from self-organized social movements to state-sponsored pre-fabrication, we will investigate the strategies through which Latin American communities and professionals redefined collaborative practices and pursued ideas of emancipation, autonomy, and social citizenship. Adopting a comparative and relational approach, we will examine how these architectural concepts, technologies, and social theories subsequently informed Pan-American movements for housing and building aid across Latin America.

• Department: Art History and Archaeology
• T 12:10 p.m.-2 p.m.
• Instructor: Marta J Caldeira
  Info
• 4 points

TOPICS IN OPERATIONS RESEARCH

The course focuses on a PRACTICAL study of how to quantify & predict RISK in organizations by using learnings from: Regression analysis; Monte Carlo simulation; Factor analysis; Cohort analysis; Cluster analysis; Time series analysis; Sentiment analysis. Expectation is that incoming students should have a basic understanding of such concepts and statistics. The course will offer meeting & listening to CXO's & top executives from companies who have implemented robust AI & Applied Risk solutions to solve real-world problems in their own industries. 
It will give students a great opportunity to learn practical applications of predictive analytics to solve real business problems

• Department: Industrial Engineering and Operations Research
• T 4:10 p.m.-6:40 p.m.
• 1.5 points

TOPICS IN OPERATION RESEARCH

Forecasting realworld app

By taking this course, students will gain the tools and knowledge to develop a comprehensive new venture that is scalable, repeatable and capital efficient. The course will help students formulate new business ideas through a process of ideation and testing.  Students will test the viability of their ideas in the marketplace and will think through the key areas of new venture.  The first part of the course will help students brainstorm about new ideas and test the basic viability of those ideas through of process of design and real world tests.  After an idea is developed students will work towards finding a scalable, repeatable business model.  We will cover customer discovery, market sizing, pricing, competition, distribution, funding, developing a minimal viable product and many other facets of creating a new venture.  The course will end with students having developed a company blueprint and final investor pitch.  Course requirements include imagination, flexibility, courage, getting out of the building, and passion.

• Department: Industrial Engineering and Operations Research
• R 7 p.m.-9:30 p.m.
• 3 points

TOPICS IN OR

MACHINE LEARNING IN PRACT

In this course, you'll leverage student engagement data to create a photo and text recommendation app similar to Instagram/Twitter. This app will utilize AI-generated photos and text and require you to recommend a feed from over 500,000 pieces of AI generated content. We'll explore various techniques to achieve this, including, but not limited to: Candidate Generation (Collaborative filtering, Trending, Cold start, N-tower neural network models, Cross-attention teachers, Distillation, Transfer learning, Random graph walking, Reverse indexes, LLMs as embedding), Filtering (Small online models, Caching, Deduplication, Policy), Prediction/Bidding (User logged activity based prediction (time-series), Multi-gate mixture of experts (MMOE), Regularization, Offline/Online evaluation (NDCG, p@k, r@k), Boosted Trees, Value Based Bidding), Ranking (Re-ranking, Ordering, Diversity, Enrich/Metadata/Personalization, Value Functions), Misc (Data Privacy and AI Ethics, Creator Based Models, Declared, Explicit and implicit topics, Explore/Exploit, Interpret/Understand/Context/Intention).
These concepts are applicable to various recommendation systems, from e-commerce to travel to social media to financial modeling. The instructor's experience at Uber Eats, Facebook, Instagram, and Google will provide valuable insights into real-world use cases.

• Department: Industrial Engineering and Operations Research
• T 5:40 p.m.-8:10 p.m.
• Instructor: Gary Kazantsev
  Info
• 3 points

FOUND OF NANOBIOSCI/NANOBIOTECH

Fundamentals of nanobioscience and nanobiotechnology, scientific foundations, engineering principles, current and envisioned applications. Includes discussion of intermolecular forces and bonding, of kinetics and thermodynamics of self-assembly, of nanoscale transport processes arising from actions of biomolecular motors, computation and control in biomolecular systems, and of mitochondrium as an example of a nanoscale factory.

• Department: Biomedical Engineering
• TR 11:40 a.m.-12:55 p.m.
• None None-None
• Instructor: Henry Hess
  CULPA: 1 h-index: 45 Info
• 3 points

URBAN POLITICAL ECONOMY

• Department: Architecture, Planning and Preservation
• W 10 a.m.-1 p.m.
• Instructor: Tom Slater
  Info
• 3 points

URBAN TECH, INNOVATIONS & PLNG INSTITUTI

URB TECH, PLNG INSTITUTIO

• Department: Architecture, Planning and Preservation
• T 10 a.m.-1 p.m.
• Instructor: Anthony P Vanky
  Info
• 3 points

BIOMEMS:CELL/MOLECULAR APPLIC

Topics include biomicroelectromechanical, microfluidic, and lab-on-a-chip systems in biomedical engineering, with a focus on cellular and molecular applications. Microfabrication techniques, biocompatibility, miniaturization of analytical and diagnostic devices, high-throughput cellular studies, microfabrication for tissue engineering, and in vivo devices.

• Department: Biomedical Engineering
• T 4:10 p.m.-6:40 p.m.
• None None-None
• Instructor: Samuel Sia
  CULPA: 1 h-index: 39 Info
• 3 points

Bodies and Body Cultures

Sumptuous attire, aromatics, heady intoxicants, pleasure gardens, water sports, and the games of love and sex. Medieval South Asians marshaled these and other aesthetic practices to fashion the spaces they moved in, show themselves to one another, and make sense of their social worlds. In this seminar, we approach the Indian subcontinent’s extensive body cultures in three related ways. Considering a range of visual media, we explore how bodies were imagined and constituted alongside image theories from early South Asia, portraiture, and the construction of personhood through epigraphs. What physical features characterized the bodies of ascetics, divinities, human beings, demi-gods, spirit deities, and even the body of the cosmos? How did certain visual markers communicate emotional states and moral attributes, such as defeat, grief, piety, and purity? Diving into the spaces period bodies occupied, we investigate how somatic cultures forged the accessories and accouterments of material existence. In tandem, we unpack the aesthetic values and theories central to medieval India’s court cultures, from kāma, līla, and alamkāra to rasa theory. Students will be encouraged to research and write on body cultures specific to their own regional or cultural interests.

• Department: Art History and Archaeology
• R 2:10 p.m.-4 p.m.
• Instructor: Subhashini Kaligotla
  Info
• 4 points

Performance Art

What happens to a body stilled in space, when it takes a shape and holds it? How does its relationship to public space change? How is its transformation attenuated when the body is in formation with other bodies, a breathing still life of people and props? This performance art course will use the question of a body’s stillness as a platform to create interdisciplinary projects that exist between dance, sculpture, collaborative movement, and performance art. Through core readings and case study presentations, we will discuss unique possibilities of representation and challenges this form enables, and the prominent role it has been taking within the visual arts in recent years. Students will engage with a variety of aesthetic strategies and formal techniques such as movement workshops, sensory exercises, video, wearable sculptures, collaboration, scores, and group meditation. Studio work will focus on concrete intersections between the body and the object, and case studies chosen to encourage students to think of movement as a form of resistance, and to consider the political implication of collaborative work that unfolds over time. Performativity in the context of this class is widely defined, and no prior experience is required.

• Department: Visual Arts
• F 10 a.m.-4 p.m.
• Instructor: Liz Laser
  Wikipedia Info
• 3 points

DISCRETE CONTROL SYSTEMS

Digital Control Systems

The course studies control strategies and their implementation in the discrete domain. Introduction with examples; review of continuous control and Laplace Transforms; review of continuous state-space representation and Solutions; review of  difference equations, discretization in time and frequency, the WKS (aka Shannon) sampling theorem, windowing, filters, Transforms: Fourier series, Fourier transform, z-transform and their inverses; Ideal sampler, Sample-and-hold devices, zero, one, polygonal, and slewer hold; Transfer functions, block diagrams, and signal flow graphs for discrete systems; Discrete State-Space transformation, controllabililty, observability, and stability in the state-space domain. Discrete time and z domain analysis, steady state analysis, discrete-time root-locus, and pole-zero placement; Discrete Nyquist stability criterion, Bode plot, Gain and Phase Margin analysis, Nichols chart, bandwidth and sensitivity analysis; Design criteria, self-tuning regulator, Kalman filter, and simulation, followed by advanced stability analysis such as Lyapunov stability; Overview of the discrete Euler-Lagrange equations, discrete maximum and minimum principle, optimal linear discrete regulator design, optimality and dynamic programming.

• Department: Mechanical Engineering
• W 4:10 p.m.-6:40 p.m.
• None None-None
• Instructor: Homayoon Beigi
  Info
• 3 points

DYNAMIC PRICING/REVENUE MGMT

Focus on capacity allocation, dynamic pricing and revenue management. Perishable and/or limited product and pricing implications. Applications to various industries including service, airlines, hotel, resource rentals, etc.

• Department: Industrial Engineering and Operations Research
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Vineet Goyal
  h-index: 21 Info
• 3 points