QUES IN ARCH HIST I

Developments in architectural history during the modern period. Emphasis on moments of significant change in architecture (theoretical, economic, technological, and institutional). Themes include positive versus arbitrary beauty, enlightenment urban planning, historicism, structural rationalism, the housing reform movement, iron and glass technology, changes generated by developments external or internal to architecture itself and transformations in Western architecture.

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

PLANNG/MGT-URBAN HYDROLGC SYST

Introduction to runoff and drainage systems in an urban setting, including hydrologic and hydraulic analyses, flow and water quality monitoring, common regulatory issues, and mathematical modeling. Applications to problems of climate variation, land use changes, infrastructure operation and receiving water quality, developed using statistical packages, public-domain models, and Geographical Information Systems (GIS). Team projects that can lead to publication quality analyses in relevant fields of interest. Emphasis on the unique technical, regulatory, fiscal, policy, and other interdisciplinary issues that pose a challenge to effective planning and management of urban hydrologic systems.

• Department: Earth and Environmental Engineering
• R 4:10 p.m.-6:40 p.m.
• Instructor: Eric A Rosenberg
  Info
• 3 points

PRIMATE SEXUALITY

• Department: Ecology, Evolution, and Environmental Biology
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Amanda Johnston
  Info
• 3 points

GERMAN FILM AFTER 1945

This introduction to German film since 1945 (in its European contexts) deploys a focus on feelings as a lens for multifaceted, intersectional investigations of cinematic history. We will explore how feelings have been gendered and racialized; how they overlap with matters of sex (as closely associated with political revolt in Western Europe, while considered too private for public articulation in the socialist East, especially when queer); and how they foreground matters of nation and trauma (for example via the notions of German ‘coldness’ and inability to mourn the Holocaust). Simultaneously, the focus on feelings highlights questions of mediality (cinema as a prototypically affective medium?), genre and avant-garde aesthetics: in many films, ‘high-affect’ Hollywood cinema intriguingly meets ‘cold’ cinematic modernism. In pursuing these investigative vectors through theoretical readings and close film analysis, the course connects affect, gender, queer, and cultural studies approaches with cinema studies methodologies. The films to be discussed span postwar and New German Cinema, East German DEFA productions, the ‘Berlin School’ of the 2000s, and contemporary transnational cinema.

• Department: Germanic Languages
• T 10:10 a.m.-noon
• Instructor: Claudia Breger
  CULPA: 2 Info
• 3 points

Building Energy Modeling and Simulation

Bldg Energy Modeling/Simu

Review of building energy modeling techniques for simulating time-varying demand. Detailed Physics-based models, gray-box and black-box modeling. Static and dynamic models of building energy systems. Deterministic and Stochastic occupancy modeling. Modeling of control and dispatch of HVAC and local energy systems. Implementation of models in Energyplus and Modelica platforms. Modeling of low and net-zero carbon buildings and local energy systems.

• Department: Mechanical Engineering
• T 1:10 p.m.-3:40 p.m.
• Instructor: Bianca N Howard
  Info
• 3 points

EVENTS IN MOD ARCHITECTUR

• Department: Architecture, Planning and Preservation
• T 11 a.m.-1 p.m.
• Instructor: Mary C McLeod
  Info
• 3 points

Cinema and Television: Entangled Media H

Cine & TV: Entangled Medi

Is this cinema or television? Moving beyond the advent of streaming platforms like Netflix and the rise of “global television,” the course will examine the 1970s and 1980s, an exciting period of collaboration between public television and independent filmmakers around the world, in which coproductions between cinema and television proliferated. From a historical and theoretical perspective, we will study key debates around media specificity and convergence, television as a “utopia,” and the challenges of coproduction between the “North” and the “South,” among other issues. The course is an invitation to approach film and television histories through an interconnected approach (across media and across nations), while focusing on a wide range of directors from the U.S., Europe and the so-called “Global South” (these might include Rossellini, Fassbinder, Godard & Miéville, Burnett, Ruiz, Black Audio Film Collective, Sarmiento, etc.).

• Department: Film
• R 10:10 a.m.-1 p.m.
• Instructor: Elizabeth Ramirez Soto
  Info
• 3 points

INTRO TO THEORETICAL NEUROSCIENCE

• Department: Neurobiology and Behavior
• TR 2 p.m.-3:30 p.m.
• 3 points

POWER ELECTRONICS

Introduction to power electronics; power semiconductor devices: power diodes, thyristors, commutation techniques, power transistors, power MOSFETs, Triac, IGBTs, etc. and switch selection; non-sinusoidal power definitions and computations, modeling, and simulation; half-wave rectifiers; single-phase, full-wave rectifiers; three-phase rectifiers; AC voltage controllers; DC/DC buck, boost, and buck-boost converters; discontinuous conduction mode of operation; DC power supplies: Flyback, Forward converter; DC/AC inverters, PWM techniques; three-phase inverters.

• Department: Electrical Engineering
• M 1:10 p.m.-3:40 p.m.
• Instructor: Matthias Preindl
  h-index: 26 Info
• 3 points

POLITICAL ECONOMY

The objective of this course is to develop understanding of how political institutions and behavior shape economic outcomes, and vice versa. Starting from the micro level study of political behavior, we will build up to analyze the internal workings of institutions and ultimately macro level economic and political outcomes. During the course we will cover the following topics

• Limits and potential of markets

• Public goods provision

• Voting

• Redistribution

• Department: Economics
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Alessandra Casella
  CULPA: 8 Wikipedia h-index: 30 Info
• 3 points

PHONETICS & PHONOLOGY

Prerequisites: LING UN3101 An investigation of the sounds of human language, from the perspective of phonetics (articulation and acoustics, including computer-aided acoustic analysis) and phonology (the distribution and function of sounds in individual languages).

• Department: Slavic Languages
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Meredith Landman
  CULPA: 1 h-index: 5 Info
• 3 points

A Political Introduction to the Christia

Pol Intro Christian Scrip

In this course we will examine the New Testament canon and the twenty-seven texts that comprise it in light of their respective literary genres, their Jewish antecedents and Greco-Roman influences, which will include their historical, social, cultural, political and economic contexts, and the ways these factors impinged upon their various dimensions of meaning. Various modes of biblical interpretation, both ancient and contemporary, will be explored. A major emphasis will be on the ways select texts are utilized, misconstrued and weaponized in the public sphere in this contemporary moment.

• Department: Religion
• W 12:10 p.m.-2 p.m.
• Instructor: Obery Hendricks
  Wikipedia Info
• 4 points

Stalinism

The quarter century during which Joseph Stalin ruled the Soviet Union witnessed some of the twentieth century's most dramatic events: history's fastest plunge into modernity, an apocalyptic world war, and the emergence of a socialist state as a competitive world power. This tutorial will offer students a deep dive not only into the historical depths of the Stalin era but into the gloriously complex historiographical debates that surround it. Some of the questions that will animate the readings, writings, and discussions that students will engage in are as follows: Did Stalin depart from or represent a continuation of the policies introduced by his predecessor Vladimir Lenin? Did he rule in a totalitarian fashion or in ways comparable to other twentieth century regimes? Were his policies destructive or possibly productive? And perhaps most boggling of all: why did no one resist Stalinist rule?

• Department: History
• T 2:10 p.m.-4 p.m.
• Instructor: Yana Skorobogatov
  Info
• 4 points

MSE Quantitative Bootcamp

Zero-credit course. Primer on quantitative and mathematical concepts. Required for all incoming MSOR and MSIE students.

• Department: Industrial Engineering and Operations Research
• Instructor: Michael Miller
  CULPA: 18 h-index: 14 Info
• 0 points

Global New York

“Wall Street is a disaster area”—so declared a real estate lawyer in a 1974
New York Times
story on the pitiful state of lower Manhattan. The World Trade Center had been inaugurated in 1973 as a beacon of global capitalism with a mandate to lease only to international firms. A year later, much of the Twin Towers went unoccupied. Some eight million square feet of financial district office space sat empty, brokerage houses were shuttering at a rate of more than one per day, and the surrounding city was hurtling towards a full-blown fiscal crisis. The New York of the mid-1970s did not appear destined to become the model global city we know today. Within a decade, however, the city had transformed into a central node—arguably
the
central node—in the ballooning global financial industry and its accompanying class and cultural formations. But this outcome was never guaranteed. How did New York go from “Fear City” to “Capital of the World”? What historical structures, contingencies, and policy decisions produced Global New York?

This course examines New York City’s long history as a site of globalization. Since European colonization, New York has served as a hub in world-spanning networks of capital, goods, and people.

At the same time, the city’s reinvention in the late-20th century as a “global city”—defined in large part by its deep embeddedness in world financial markets—represented a fundamental shift in the city’s economy, governance, demography, cultural life, and social relations.

We will interrogate how this came to be by exploring New York’s historical role in global business, culture, and immigration, with attention to how local and national conditions have shaped the city’s relationship to the world. While critically analyzing how elites both in and outside New York have wielded power over its politics and institutions, readings and discussions will also center the voices of New Yorkers drawn from the numerous and diverse communities that make up this complex city.

• Department: Committee on Global Thought
• T 2:10 p.m.-4 p.m.
• Instructor: Sarah A Miller-Davenport
  Info
• 3 points

Pharmaceutical Process Development

Pharma Process Developmen

Chemical engineering fundamentals as applied to process research, development, and manufacturing of pharmaceutical products. Course topics include: comprehensive overview of the biopharmaceutical business (therapeutic areas, markets, drug discovery, clinical development, commercialization), process research, creation, development, optimization, sustainability, green chemistry and engineering, safety (patient, process, and personnel), unit operations and associated calculations relevant to pharmaceutical processes, process scale-up, implementation, assessment, technology transfer, new technologies, economic analysis, drug product formulation and manufacturing, and regulatory considerations. Case studies and real-life examples are presented throughout the course.

• Department: Chemical Engineering
• W 7 p.m.-9:30 p.m.
• Instructor: Elias C Mattas
  CULPA: 3 Info
• 3 points

Corporate Finance, Accounting & Investme

CorpFin, Account & Invest

Interpret financial statements, build cash flow models, value projects, value companies, and make Corporate Finance decisions. Additional topics include: cost of capital, dividend policy, debt policy, impact of taxes, Shareholder/Debtholder agency costs, dual-class shares, using option pricing theory to analyze management behavior, investment banking activities, including equity underwriting, syndicated lending, venture capital, private equity investing and private equity secondaries. Application of theory in real-world situations: analyzing financial activities of companies such as General Electric, Google, Snapchat, Spotify, and Tesla.

• Department: Industrial Engineering and Operations Research
• W 5:40 p.m.-8:10 p.m.
• Instructor: Rodney Sunada-Wong
  Info
• 3 points

SIMULATION

Generation of random numbers from given distributions; variance reduction; statistical output analysis; introduction to simulation languages; application to financial, telecommunications, computer, and production systems. Graduate students must register for 3 points. Undergraduate students must register for 4 points. Note: Students who have taken IEOR E4703 Monte Carlo simulation may not register for this course for credit. Recitation section required.

• Department: Industrial Engineering and Operations Research
• MW 11:40 a.m.-12:55 p.m.
• None None-None
• Instructor: Yuchen Hu
  Info
• 3 points

GAME THEOR MODELS OF OPERATION

Required for undergraduate students majoring in OR:FE and OR. A mathematically rigorous study of game theory and auctions, and their application to operations management. Topics include introductory game theory, private value auction, revenue equivalence, mechanism design, optimal auction, multiple-unit auctions, combinatorial auctions, incentives, and supply chain coordination with contracts. No previous knowledge of game theory is required.

• Department: Industrial Engineering and Operations Research
• TR 2:40 p.m.-3:55 p.m.
• None None-None
• Instructor: Jay Sethuraman
  CULPA: 10 Info
• 3 points

Political, Social, and Economic Developm

Pol, Soc & Econ Devp-Braz

This course is a practicum designed to discuss major economic, political, and social problems of contemporary Brazil with leading analysts, activists, business leaders, and public figures. The course is unusual in its reliance upon a stream of outside speakers rather than on a fixed syllabus and set of lectures by the instructor only. Former participants include cabinet members, senior representatives of international organizations, academics, civil society activists, and other world-class experts. During the Fall term, we will primarily focus on economic and financial issues while addressing social and political factors. We also prioritize a practitioner’s perspective, using
 
Brazil as a reference to discuss challenges that developing nations face in their development path.

• Department: International and Public Affairs
• R 6:10 p.m.-8 p.m.
• Instructor: Daniela Campello
  Info
• 1.5 points

FUNDAMENTALS OF PHOTONICS

Planar resonators. Photons and photon streams. Photons and atoms: energy levels and band structure; interactions of photons with matter; absorption, stimulated and spontaneous emission; thermal light, luminescence light. Laser amplifiers: gain, saturation, and phase shift; rate equations; pumping. Lasers: theory of oscillation; laser output characteristics. Photons in semiconductors: generation, recombination, and injection; heterostructures; absorption and gain coefficients. Semiconductor photon sources: LEDs; semiconductor optical amplifiers; homojunction and heterojunction laser diodes. Semiconductor photon detectors: p-n, p-i-n, and heterostructure photo diodes; avalanche photodiodes.

• Department: Electrical Engineering
• T 4:10 p.m.-6:40 p.m.
• Instructor: Michal Lipson
  CULPA: 1 Wikipedia h-index: 114 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
• MW 8:40 a.m.-9:55 a.m.
• Instructor: Michael Richter
  Info
• 3 points

The Protest Novel or Books that Chan

The Protest Novel or Book

This course asks a simple question: what kind of action (political, social, instrumental) can a novel take? In the seminar, we will consider the tradition of protest fiction— or what we might call Books that Change the World— taking stock of how the novel has embraced the overt aim of creating change. Our goal as a class will be to set our own terms for what a protest novel is, was, should be, or might be, and to consider both the reach and limitations of this tradition. The terrain is broad, covering works from the beginning of the 20th century to the present, with a center of gravity in the early-mid 20th century, and engaging a range of topics on which novels have sought to make change.

The course is organized thematically and chronologically, with works (mostly English language) from the U.S., England, Ireland, Canada, India, Nigeria, and elsewhere. Each week we will read a novel, occasionally paired with other materials, such as visual works, other literary materials, theoretical readings, etc. Themes to which these activist works are geared include: slavery and abolition; working conditions; sexuality, gender and patriarchy; war, peace, and revolution; race and racism; incarceration; and environmental crisis. This is a discussion seminar, and each student is expected to participate in every class meeting.

• Department: English and Comparative Literature
• M 12:10 p.m.-2 p.m.
• Instructor: Sarah Cole
  CULPA: 23 Info
• 4 points

Rousseau s Woman Problem

Rousseau's Woman Problem

The problem of women lies at the heart of everything Jean-Jacques Rousseau wrote. He posited a basic equality between the sexes in the state of nature, while prescribing a radically restrictive view of women’s education. He founded his political thought on models of virility, while writing a best-selling novel featuring a powerful heroine who governs an ideal society. He upheld rigid gender binaries, while fashioning himself as a woman in his autobiographical writings. The goal of this seminar will be to tease out these and other tensions and contradictions in Rousseau’s work and to explore how they have shaped modern views of women and gender. We will read Rousseau in dialogue with the many women who responded to his work, whether by emulating his style, seeking his counsel or subjecting his ideas to virulent critique.

The seminar will be taught in French and fulfills the pre-1800 requirement for the French major and the MA and PhD in French. Undergraduates with an advanced level of French are welcome to enroll.

• Department: French
• M 6:10 p.m.-8 p.m.
• Instructor: Joanna R Stalnaker
  CULPA: 18 Info
• 3 points

ARCH APROPOS ART

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

Spaceflight Mechanics

Two-body orbital motion, Newtonian and Keplerian mechanics, energy and angular momentum conservation, Vis-Viva equation, Kepler’s Equation, Euclidean geometry, vector mathematics, conic sections. Trajectory design using analytical and software-based methods. Systems Tool Kit Astrogator for simulation of Earth-Moon and interplanetary missions.

• Department: Mechanical Engineering
• T 1:10 p.m.-3:40 p.m.
• Instructor: Anthony Genova
  Info
• 3 points

Democracy and its Technocrats

Science and technology have become increasingly central to the basic functioning of democratic societies The administrative state, both on the local and national level, is dependent on technological systems to ensure democratic rule and deliver services: from voting machines and welfare databases to passport scanners and the laboratory equipment necessary to set environmental standards. Just as necessary are the numerous experts – engineers, statisticians, epidemiologists, and environmental scientists – who either work for or advise the state in its dealings. How should we think about the technocratic nature of modern democracy? Is it an inevitable and necessary pre-condition for governing modern mass society? Or is it an alarming aspect, an undemocratic impulse, that undermines the promise of democratic rule?The course will examine the coproduction of science and politics. In the first part of the semester, students will gain conceptual tools with which to rethink the connection between science, technology, power, politics, policy, and democracy. They will consider the role of expertise in modern politics, as well as the construction of the public. In the second part of the semester we will consider in greater detail the way technocratic governance developed in the United States from the end of the nineteenth century to the contemporary moment.

• Department: History
• R 10:10 a.m.-noon
• Instructor: Alma Steingart
  CULPA: 3 Info
• 4 points

ECONOMICS OF RACE IN THE U.S.

Prerequisites: ECON UN3211 and ECON UN3213 ECON GU4400 is strongly recommended. What differences does race make in the U.S. economy? Why does it make these differences? Are these differences things we should be concerned about? If so, what should be done? The course examines labor markets, housing markets, capital markets, crime, education, and the links among these markets. Both empirical and theoretical contributions are studied.

• Department: Economics
• TR 2:40 p.m.-3:45 p.m.
• Instructor: Brendan O'Flaherty
  CULPA: 64 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 12:10 p.m.-2 p.m.
• Instructor: Ruth Opara
  Info
• 3 points

MODELING & ID OF DYNAMIC SYST

Generalized dynamic system modeling and simulation. Fluid, thermal, mechanical, diffusive, electrical, and hybrid systems are considered. Nonlinear and high order systems. System identification problem and Linear Least Squares method. State-space and noise representation. Kalman filter. Parameter estimation via prediction-error and subspace approaches. Iterative and bootstrap methods. Fit criteria. Wide applicability: medical, energy, others. MATLAB and Simulink environments.

• Department: Mechanical Engineering
• R 7 p.m.-9:30 p.m.
• 3 points

INTERLACED EXISTENCE; DEATH, LIFE, LIMIN

• Department: Architecture, Planning and Preservation
• T 11 a.m.-1 p.m.
• Instructor: Karla M Rothstein
  Wikipedia Info
• 3 points

IF BUILDINGS HAD DNA

• Department: Architecture, Planning and Preservation
• T 1 p.m.-3 p.m.
• Instructor: Christoph Kumpusch
  Info
• 3 points

PROGRAMMING & PROBLEM SOLVING

Hands-on introduction to solving open-ended computational problems. Emphasis on creativity, cooperation, and collaboration. Projects spanning a variety of areas within computer science, typically requiring the development of computer programs. Generalization of solutions to broader problems, and specialization of complex problems to make them manageable. Team-oriented projects, student presentations, and in-class participation required.

• Department: Computer Science
• MW 1:10 p.m.-2:25 p.m.
• Instructor: Kenneth A Ross
  Info
• 3 points

The Future City: Transforming Urban Infr

Future City: Transform Ur

Introduces students to technological innovations that are helping cities around the world create healthier, safer, more equitable, and more resilient futures. Focus on architecture, urban design, real estate development, structural, civil and mechanical engineering, data analytics, and smart communication technologies. Course covers five distinct sectors in the field of urban infrastructure, including transportation and mobility, buildings, power, sanitation, and communications. A Columbia Cross-Disciplinary Course.

• Department: Architecture, Planning and Preservation
• 3 points

Microgravity Experiment Design

Rapid prototyping and engineering skills for experiments operating in altered gravity environments. Topics include parabolic flight mechanics, human physiology in reduced gravity, the space environment, mechanical and electrical design for flight hardware, data acquisition, experiment operations, safety analysis, fault tree methods, and payload integration requirements. Team-based development of a flight-ready microgravity experiment concept culminating in a Payload Integration Package (PIP), Critical Design Review (CDR), and Technical Readiness Review (TRR), with emphasis on flight readiness, safety procedures, and payload integration.

• Department: Mechanical Engineering
• R 1:10 p.m.-3:40 p.m.
• Instructor: Cody Paige
  Info
• 3 points

South Asian Politics

In this class we evaluate the puzzles and challenges that have and continue to face government and society in South Asia—with a strong emphasis on India—drawing on the analytical tools of political science. The course is divided into four parts. First, we discuss India’s historical and social context. Second, we discuss India’s state and political institutions, including the state bureaucracy, political parties and the institution of elections. Third, we address major challenges for democracy and governance, including pervasive corruption, ethnic conflict, democratic backsliding, and poverty alleviation. Fourth, we discuss India’s neighbors’ experiences with democracy and governance with attention to the Indian comparison laid out throughout the course.

The course has three main goals. First, to strengthen your skills in analyzing complicated political issues using the analytic tools of political science. Through discussion and writing, you will grapple with the many puzzles Indian democracy and governance in South Asia more broadly pose. Second, to help you to develop an extensive knowledge of Indian (and South Asian) politics and policy. We do this through lectures and readings that draw on a range of analytic approaches. Third, to place these issues in comparative context through engagement with theory and evidence from the region.

• Department: Political Science
• TR 5:40 p.m.-6:55 p.m.
• Instructor: Mark A Schneider
  Info
• 4 points

South Asian Politics Discussion

Discussion section for POLS GU4454, South Asian Politics

• Department: Political Science
• T 3:10 p.m.-4 p.m.
• T 4:10 p.m.-5 p.m.
• T 3:10 p.m.-4 p.m.
• T 4:10 p.m.-5 p.m.
• Instructor: Sonali Deliwala
  Info
• 0 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: Dimitris Antoniou
  h-index: 5 Info
• Instructor: Karen Van Dyck
  Wikipedia Info
• 3 points

Materials Selection for Mechanical Desig

Materials for Mechanical

Understanding the properties and behavior of materials is critical to the mechanical design and subsequent function of any product or part – including wide-ranging applications from aircraft fuselage to robotic manipulators to flexures to telescope mirrors to flywheels to sports equipment to thermal insulators. This course provides a fundamental understanding of the microstructure of a range of materials (metals, polymers, ceramics, composites, hybrid) and the connection to design-determining or limiting properties including stiffness, expansion, thermal expansion, strength, energy storage and dissipation, toughness, and fatigue. Objective functions which are used to determine a “material index” for the selection of the best materials for use in a particular mechanical design are developed, underscoring the combined role of material properties and loading conditions in optimizing for materials selection. For example, take the case of determining a material index for selecting a best set of materials for a lightweight, stiff beam – how do the material density and elastic modulus together with the beam geometry and loading conditions factor in to determining the material index for materials selection? Note that the resulting material index for selecting best materials for a lightweight stiff beam (bending) is different than that for a lightweight stiff rod (tension). The material indices provide the framework for construction and use of materials selection charts to rapidly compare the effectiveness of wide-ranging materials for different applications.

• Department: Mechanical Engineering
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Mary Boyce
  Info
• 3 points

LATIN AMERICAN POLITICS

• Department: Political Science
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Maria Victoria Murillo
  h-index: 37 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
• MW 2:40 p.m.-3:55 p.m.
• Instructor: Wojciech Kopczuk
  CULPA: 5 Wikipedia h-index: 34 Info
• 3 points

LATIN AMER POLITICS-DISC

• Department: Political Science
• R 5:10 p.m.-6 p.m.
• M 6:10 p.m.-7 p.m.
• M 10:10 a.m.-11 a.m.
• T 9:10 a.m.-10:10 a.m.
• Instructor: Isabella Marin Quintero
  Info
• Instructor: Rodrigo Mendoza
  Info
• 0 points

THE HISTORY OF ARCH THEORY

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

Deep Learning for Biomedical Signal Proc

Introduction to methods in deep learning, focus on applications to biomedical signals and sequences. Review of traditional methods for analysis of signals and sequences. Temporal convolutional neural networks and recurrent neural networks. Long-short term memory (LSTM) models and deep state-space models. Theory and methods lectures accompanied with examples from biomedical signal and sequence analysis, including analysis of electroencephalogram (EEG), electrocardiogram (ECG/EKG), and genomics. Programming assignments use tensorflow/keras. Exams and final project required.

• Department: Biomedical Engineering
• M 4:10 p.m.-6:40 p.m.
• Instructor: Paul Sajda
  CULPA: 3 h-index: 47 Info
• 3 points

Statistical machine learning for genomic

Statistical ML for genomi

Introduction to statistical machine learning methods using applications in genomic data and in particular high-dimensional single-cell data. Concepts of molecular biology relevant to genomic technologies, challenges of high-dimensional genomic data analysis, bioinformatics preprocessing pipelines, dimensionality reduction, unsupervised learning, clustering, probabilistic modeling, hidden Markov models, Gibbs sampling, deep neural networks, gene regulation. Programming assignments and final project will be required.

• Department: Biomedical Engineering
• R 10:10 a.m.-12:40 p.m.
• Instructor: Elham Azizi
  h-index: 10 Info
• 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 4:10 p.m.-6 p.m.
• Instructor: Tina Kao
  CULPA: 10 Info
• 4 points

OPTICAL SYSTEMS

OPTICAL SYSTEMS & NETWORKS

Introduction to optical systems based on physical design and engineering principles. Fundamental geometrical and wave optics with specific emphasis on developing analytical and numerical tools used in optical engineering design. Focus on applications that employ optical systems and networks, including examples in holographic imaging, tomography, Fourier imaging, confocal microscopy, optical signal processing, fiber optic communication systems, optical interconnects and networks.

• Department: Electrical Engineering
• R 10:10 a.m.-12:40 p.m.
• Instructor: Christine P Hendon
  Wikipedia h-index: 21 Info
• 3 points

OPTICAL SYSTEMS

Introduction to optical systems based on physical design and engineering principles. Fundamental geometrical and wave optics with specific emphasis on developing analytical and numerical tools used in optical engineering design. Focus on applications that employ optical systems and networks, including examples in holographic imaging, tomography, Fourier imaging, confocal microscopy, optical signal processing, fiber optic communication systems, optical interconnects and networks.

• Department: Video Network
• Instructor: Christine P Hendon
  Wikipedia h-index: 21 Info
• 3 points

Magnetic Resonance Spectroscopy: A Windo

Introduction to use of magnetic resonance spectroscopy (MRS) with focus on brain. Covers all aspects of in vivo MRS from theory to experiment, from data acquisition to the derivation of metabolic signatures, from study design to clinical interpretation. Includes theoretical concepts, hands-on training in MRS data literacy and direct experimental experience using a 3T MR scanner.

• Department: Biomedical Engineering
• F 3:10 p.m.-5:40 p.m.
• Instructor: Jia Guo
  Info
• 3 points

BEHAVIORAL EPIGENETICS

Prerequisites: basic background in neurobiology (for instance PSYC UN1010, UN2450, UN2460, UN2480, and GU4499) and the instructors permission. This course will provide an overview of the field of epigenetics, with an emphasis on epigenetic phenomena related to neurodevelopment, behavior and mental disorders. We will explore how epigenetic mechanisms can be mediators of environmental exposures and, as such, contribute to psychopathology throughout the life course. We will also discuss the implications of behavioral epigenetic research for the development of substantially novel pharmacotherapeutic approaches and preventive measures in psychiatry.

• Department: Psychology
• T 6:10 p.m.-8 p.m.
• Instructor: Jennifer Blaze
  Info
• 4 points

Functional Genomics: Methods and Applica

Introduces approaches for the functional genomic analysis of biological systems and their use to define genotype-phenotype relationships. Genetic variation, gene expression and regulation at the epigenome, chromatin organization level, and link between gene and protein expression covered. Case studies covered: study of cancer and cancer-associated processes, neuro-biology, and organismal development. The presented methods study these events at the genome, epigenome, transcriptome, and proteome levels.Approaches that increase the resolution of functional genomic assays to the level of individual cells, spatial profiling, integration with genetic and chemical screening methods, and their application to chemical genomic approaches also studied.  Programming assignments and a final project required.

• Department: Biomedical Engineering
• T 1:10 p.m.-3:40 p.m.
• Instructor: Jose McFaline-Figueroa
  Info
• 3 points

PROCESS & PRODUCT DESIGN I

The practical application of chemical engineering principles for the design and economic evaluation of chemical processes and plants. Use of ASPEN Plus for complex material and energy balances of real processes. Students are expected to build on previous coursework to identify creative solutions to two design projects of increasing complexity. Each design project culminates in an oral presentation, and in the case of the second project, a written report.

• Department: Chemical Engineering
• M 1:10 p.m.-3:55 p.m.
• Instructor: Sakul Ratanalert
  Info
• 4 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 10:10 a.m.-11:25 a.m.
• Instructor: Waseem Noor
  CULPA: 7 Info
• 3 points

SOCIO-ECONOMIC RIGHTS

The course addresses selected issues in the protection of socio-economic rights in an international and comparative perspective. Socio-economic rights have emerged from the margins into the mainstream of human rights. The course will take this status as its starting point and examine the human rights to housing, food, water, health and sanitation in depth. We will explore conceptual issues through the lens of specific rights which will help us ground these principles and ideas in concrete cases. We will discuss developments on socioeconomic rights and examine their relevance in the United States as well as selected other countries, particularly those with progressive legislation, policies and jurisprudence. What is the meaning and scope of the rights to housing, food, water, health and sanitation? What is the impact of discrimination and inequalities on the enjoyment of socio-economic rights? How can governments be held accountable for the realization of human rights? What machinery is there at the international level to ensure that the rights are protected, respected and fulfilled? How can this machinery be enhanced? How can judicial, quasijudicial, administrative and political mechanisms be used at the domestic level? What is the role of different actors in the context of human rights, the role of States and individuals, but also (powerful) non-State actors and civil society? How have activists and policymakers responded to challenges? And what lies ahead for the human rights movement in addressing economic and social rights in a multilateral, globalized world?

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

APPLICATIONS PROGRAMMNG FOR FE

We will take a hands-on approach to developing computer applications for Financial Engineering. Special focus will be placed on high-performance numerical applications that interact with a graphical interface. In the course of developing such applications we will learn how to create DLLs, how to integrate VBA with C/C++ programs, and how to write multithreaded programs. Examples of problems settings that we consider include simulation of stock price evolution, tracking, evaluation and optimization of a stock portfolio; optimal trade execution. In the course of developing these applications, we review topics of interest to OR:FE in a holistic fashion.

• Department: Industrial Engineering and Operations Research
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Anran Hu
  Info
• 3 points

COLUMBIA COMMONS SEMINAR

RELATIONSHIPS OF CARE

• Department: Dental and Oral Surgery
• 0 points

Biochemistry

Biochemistry I

In this course, we will explore the basic biochemistry of living systems and how this knowledge can be harnessed to create new medicines. We will learn how living systems convert environmental resources into energy through metabolism, and how they use this energy and these materials to build the molecules required for the diverse functions of life. We will discuss the applications of this biochemical knowledge to mechanisms of disease and to drug discovery. We will look at examples of drug discovery related to neurodegeneration, cancer, and the SARS-CoV-2 COVID19 pandemic. This course satisfies the requirement of most medical schools for introductory biochemistry, and is suitable for advanced undergraduates, and beginning graduate students. This course is equivalent to and replaces the prior course named UN3501, and is equivalent to the course offered in the summer.

• Department: Biological Sciences
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Mary Ann Price
  CULPA: 5 Info
• 3 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
• MW 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Robert G Bozic
  Info
• 3 points

Design of UI/UX for Connected Systems

Design UI/UX Connected Sy

Introduction to theory and practice of computer user interface design, emphasizes software design of user interfaces in websites, automobiles, IoT, etc. Topics include basic interaction devices and techniques, human factors, interaction styles, dialogue design, and software infrastructure. Design and programming projects are required.

• Department: Engineering
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Hugh W Thomas
  Info
• 3 points

Python for Analytics

Zero-credit course. Primer on Python for analytics concepts. Required for MSBA students.

• Department: Industrial Engineering and Operations Research
• 0 points

READINGS IN HEBREW TEXTS II

Prerequisites: MDES W4501 or the instructors permission. Students must have a good familiarity with the Hebrew verb system, and the ability to read a text without vowels. 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

Analytics in Python

Intended to build familiarity with using Python for ingesting, analyzing, visualizing, and interpreting data. Includes data ingesting techniques, using libraries (pandas and numpy), data analytics, machine learning (using SciKit-Learn), visualization, and big data analytics (Spark).

• Department: Engineering
• MTWR 1 p.m.-5:30 p.m.
• 0 points

AI, Imaging, Art

This bridge seminar welcomes graduate and advanced undergraduate students with backgrounds in art history or computer science (and related fields). We will interrogate intersections in artificial intelligence, machine vision, neural networks, visual culture, imaging, and art. Students will gain a foundation in the histories and technologies underlying the recent rise of neural networks and machine vision, as well as the more recent rise of generative AI, especially image generation. With this foundation, we will investigate a range of artistic, technological, mass-media, and legal developments in visual culture and AI. In addition to readings and seminar meetings, we will take advantage of the ample public and private AI-related programming at Columbia and in New York: lectures, exhibitions, screenings, studio visits with artists, etc. Students will also have the opportunity to work with custom generative AI models.

Admission by application only. All students are expected to complete the readings and tutorials for the first class prior to the start of the semester.

• Department: Art History and Archaeology
• R 2:10 p.m.-4 p.m.
• Instructor: Noam M Elcott
  CULPA: 6 h-index: 7 Info
• 4 points

Frontiers of Tough Tech

Survey of frontier research in technological areas to address world's most important challenges.  Areas include advanced materials, biotech, and sustainability and climate. Convergence of breakthrough research with entrepreneurship, industry, and policy.

• Department: Industrial Engineering and Operations Research
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Harry West
  CULPA: 1 h-index: 1 Info
• 3 points

DESIGN DIGITAL OPERATING MODELS

IEOR students only. Understand digital businesses, apply scientific, engineering thinking to digital economy. Data-driven digital strategies and operating models. Sectors: ecommerce, advertising technology, and marketing technology. Automation of the marketing, sales, and advertising functions. Algorithms, patents, and business models. Business side of the digital ecosytem and the digital economy.

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

READINGS IN CLASSICAL CHINESE

Prerequisites: CHNS W3302 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
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Wei Shang
  CULPA: 4 Wikipedia h-index: 96 Info
• 3 points

HEALTHCARE OPERATIONS MGT

Prerequisite(s): for senior undergraduate Engineering students: IEOR E3608, E3658, and E4307; for Engineering graduate students (M.S. or Ph.D.): Probability and statistics at the level of IEOR E4150, and deterministic models at the level of IEOR E4004; for healthcare management students: P8529 Analytical methods for health services management.

Develops modeling, analytical, and managerial skills of engineering and health care management students. Enables students to master an array of fundamental operations management tools adapted to the management of health care systems. Through real-world business cases, students learn to identify, model, and analyze operational improvements and innovations in a range of health care contexts.

• Department: Industrial Engineering and Operations Research
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Yaren Kaya
  Info
• 3 points

Fundamental Design Tools

Covers fundamental engineering design tools for creating and testing physical products. Includes basics of computer-aided design, circuit design and use of microcontrollers, Internet of Things, and computational modeling and simulation. Additional hands-on exposure to tools for high-fidelity physical prototyping in Makerspace. Mini-project design involving an engineering device or system incorporated tools.

• Department: Mechanical Engineering
• T 6 p.m.-8:30 p.m.
• M 6 p.m.-8:30 p.m.
• Instructor: Jonathan D Blutinger
  Info
• 3 points

STUDIO I- HISTORIC PRESERV

• Department: Architecture, Planning and Preservation
• T 2 p.m.-6 p.m.
• 6 points

TISSUE ENGINEERING

An introduction to the strategies and fundamental bioengineering design criteria behind the development of cell-based tissue substitutes. Topics include biocompatibility, biological grafts, gene therapy-transfer, and bioreactors.

• Department: Biomedical Engineering
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Clark T Hung
  CULPA: 5 h-index: 65 Info
• 3 points

3RD YR MODERN HEBREW I

Prerequisites: 2nd Year Modern Hebrew II, Hebrew for Heritage Speakers II, or the instructor's permission. This course is designed to take students from the intermediate to advanced level. Students will further develop their reading, writing, speaking, and listening skills in Hebrew through an examination of a wide range of sources, including short stories, poems, visual arts, popular music, television shows and films. 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 10:10 a.m.-noon
• Instructor: Naama Harel
  CULPA: 1 Info
• 4 points

POWER SYSTEMS ANALYSIS

Modeling of power networks, steady-state and transient behaviors, control and optimization, electricity market, and smart grid.

• Department: Electrical Engineering
• W 7 p.m.-9:30 p.m.
• None None-None
• Instructor: Ahmed Mousa
  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.
• M 4:10 p.m.-6:40 p.m.
• None None-None
• Instructor: Michael Robbins
  Wikipedia Info
• 3 points

FIFTH YEAR KOREAN

Please see department for details.

• Department: East Asian Languages and Cultures
• W 6:10 p.m.-8:45 p.m.
• Instructor: Ji-Young Jung
  Info
• 4 points

Greek Myths in Italy: Images, Contexts,

This seminar addresses the unique role of ancient Italian cultures as both avid consumers and creative producers of Greek mythology. It analyzes and compares the uses of mythological images in a native context (Etruria) and a colonial one (Magna Graecia,) and posits the visual dimension, alongside the verbal and the theatrical, as a crucial channel for the intercultural circulation of myths. It focuses on the viewing contexts of the images—and the functions of the monuments and artifacts they decorated—as special keys for their interpretation.

• Department: Art History and Archaeology
• W 10:10 a.m.-noon
• Instructor: Francesco de Angelis
  CULPA: 10 Info
• 4 points

FIFTH YEAR CHINESE I

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: Yike Li
  Info
• 4 points

EXHIBITION HISTORIES, CURATING THEORIES

EXHIBITION HIST, CURATING

• Department: Architecture, Planning and Preservation
• R 11 a.m.-1 p.m.
• Instructor: Mark Wasiuta
  CULPA: 1 Info
• 3 points

NAPLES: PORTRAIT OF A CITY

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

DATA SCIENCE FOR MECHANICAL SYSTEMS

Introduction to the practical application of data science, machine learning, and artificial intelligence and their application in Mechanical Engineering. A review of relevant programming tools necessary for applying data science is provided, as well as a detailed review of data infrastructure and database construction for data science. A series of industry case studies from experts in the field of data science will be presented.

• Department: Mechanical Engineering
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Changyao Chen
  Info
• 3 points

Data Analytics and Machine Learning

Data Analytics and ML

IEOR students only; priority to MSBA students. Practical survey of Python tools for acquiring, cleaning, and analyzing data. Techniques for obtaining data from files, web scraping, and APIs (CSV, HTML, JSON, XML); performing core data-cleaning tasks; and using data analysis, machine learning, and visualization  libraries (NumPy, Pandas, Matplotlib, Seaborn, TensorFlow/Keras). Introduces foundational machine learning and deep learning concepts, including backpropagation, gradient descent, and implementation of neural networks with TensorFlow/Keras. Covers text mining using word, sentence, and document embeddings. Includes a group project requiring students to collect, store, and analyze a dataset of their choice and build a predictive model.

• Department: Industrial Engineering and Operations Research
• TR 2:40 p.m.-3:55 p.m.
• TR 4:10 p.m.-5:25 p.m.
• TR 5:40 p.m.-6:55 p.m.
• Instructor: Uday Menon
  Info
• 3 points

Biogeochemistry

Biogeochemistry considers how the basic chemical conditions of the Earth, from atmosphere to soil to seawater, have been and are being affected by the existence of life. Human activities in particular, from the rapid consumption of resources to the destruction of the rainforests and the expansion of smog-covered cities, are leading to rapid changes in the basic chemistry of the Earth.

This course will examine biogeochemical processes in both terrestrial and aquatic ecosystems in Earth’s Biosphere. We will cover the historical development and evolution of biogeochemical cycles and compare past biogeochemical systems on the planet to contemporary and future eco-biogeochemical systems that are increasingly perturbed and dominated by human activity.

• Department: Earth and Environmental Sciences
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Ajit Subramaniam
  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