MACHINE LEARNING FOR DATA SCI

• Department: Computer Science
• TR 1:10 p.m.-2:25 p.m.
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Yining Liu
  Info
• 3 points

TOPICS IN QUANT FINANCE

Comp. Portfolio Construct

Selected topics of interest in the area of quantitative finance. Offerings vary each year; some topics include energy derivatives, experimental finance, foreign exchange and related derivative instruments, inflation derivatives, hedge fund management, modeling equity derivatives in Java, mortgage-backed securities, numerical solutions of partial differential equations, quantitative portfolio management, risk management, trade and technology in financial markets.

• Department: Industrial Engineering and Operations Research
• W 4:10 p.m.-6:40 p.m.
• Instructor: Sridhar Gollamudi
  Info
• 1.5 points

QUANT METH 2 STAT THEO&CAUS INF

This course is the second course in the graduate-level sequence on quantitative political methodology offered in the Department of Political Science. Students will learn (1) a framework and methodologies for making causal inferences from experimental and observational data, and (2) statistical theories essential for causal inference. Topics include randomized experiments, estimation under ignorability, instrumental variables, regression discontinuity, difference-indifferences, and causal inference with panel data. We also cover statistical theories, such as theories of ordinary least squares and maximum likelihood estimation, by connecting them to causal inference methods. This course builds on the materials covered in POLS 4700 and 4720 or theirequivalent (i.e., probability, statistics, linear regression, and logistic regression).

• Department: Political Science
• TR 4:10 p.m.-5:25 p.m.
• Instructor: John Marshall
  h-index: 20 Info
• 4 points

QUANTITATIVE METHODS 2 DISCUSSION

QUANT METH 2-DISC

This is the required discussion section for 
POLS GU4722.

• Department: Political Science
• 0 points

PIRANDELLO & MOD ITALIAN DRAMA

• Department: Italian
• T 2:10 p.m.-4 p.m.
• Instructor: Elizabeth Leake
  Info
• 3 points

READINGS IN PERSIAN TEXTS

May be repeated for credit; content varies.

Prerequisites: Must have completed MDES 2702, equivalent two years of Persian or the instructor's permission.

This course provides experience reading and analyzing Persian language texts, as well as translating them into English. We will also spend some time learning how to read different kinds of paleography, and about various manuscript and print conventions and practices. Supplementary scholarly readings in English will situate the Persian texts. There will be a translation workshop at the end of the semester with related texts of the students choosing, in preparation for a final translation project. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• TR 10:10 a.m.-noon
• Instructor: Mana Kia
  CULPA: 2 h-index: 11 Info
• 4 points

QUANT METH 4 TOPICS IN METHODS

This course is the fourth course in the graduate-level sequence on quantitative political methodology offered in the Department of Political Science. Students will learn a variety of advanced topics in quantitative methods for descriptive and causal inference, such as simulated-data experimentation, statistical graphics, experimental design, Bayesian inference, multilevel modeling, ideal-point and measurement-error models, and time/spatial/network models.  This course builds on the materials covered in POLS 4700, 4720, 4722, and 4724, or their equivalent courses (i.e., probability, statistics, linear regression, logistic regression, causal inference with observational and experimental data, and knowledge of the statistical computing environment R).

• Department: Political Science
• MW 2:40 p.m.-3:55 p.m.
• Instructor: Andrew Gelman
  CULPA: 6 Wikipedia h-index: 112 Info
• 4 points

QUANTITATIVE METHODS 4 DISCUSSION

QUANTITATIVE METH 4 DISCU

This is the required discussion section for 
POLS GU4726.

• Department: Political Science
• 0 points

CANTERBURY TALES

(Lecture). Beginning with an overview of late medieval literary culture in England, this course will cover the entire Canterbury Tales in the original Middle English. We will explore the narrative and organizational logics that underpin the project overall, while also treating each individual tale as a coherent literary offering, positioned deliberately and recognizably on the map of late medieval cultural convention. We will consider the conditions—both historical and aesthetic—that informed Chaucer’s motley composition, and will compare his work with other large-scale fictive works of the period. Our ultimate project will be the assessment of the Tales at once as a self-consciously “medieval” production, keen to explore and exploit the boundaries of literary convention, and as a ground-breaking literary event, which set the stage for renaissance literature.

• Department: English and Comparative Literature
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Eleanor Johnson
  CULPA: 20 Info
• 3 points

Quantum Optimization and Machine Learnin

QUANTUM OPT & ML

An introduction to the recent development in quantum optimization and quantum machine learning using gate-based Noisy Intermediate Scale Quantum (NISQ) computers. IBM’s quantum programming framework Qiskit is utilized. Qbits, quantum gates and quantum measurements, quantum algorithms (Grover’s search, Simon’s algorithm, quantum Fourier transform, quantum phase estimation) quantum optimization (quantum annealing, QAOA, variational quantum eigensolver), quantum machine learning (quantum support vector machine, quantum neural networks).

• Department: Electrical Engineering
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Xiaodong Wang
  CULPA: 15 Info
• 3 points

GAME THEORY & POLIT THEORY

Prerequisites: POLS GU4700 or equivalent level of calculus. Introduction to noncooperative game theory and its application to strategic situations in politics. Topics include solution concepts, asymmetric information, and incomplete information. Students should have taken POLS GU4700 or have equivalent background in calculus. Permission of instructor required.

• Department: Political Science
• MW 4:10 p.m.-5:25 p.m.
• Instructor: John Huber
  CULPA: 15 h-index: 31 Info
• 4 points

GAME THEORY & POL THEORY-DISC

This is the required discussion section for POLS GU4730.

• Department: Political Science
• 0 points

Computer Vision II: Learning

Advanced course in computer vision. Topics include convolutional networks and back-propagation, object and action recognition, self-supervised and few-shot learning, image synthesis and generative models, object tracking, vision and language, vision and audio, 3D representations, interpretability, and bias, ethics, and media deception.

• Department: Computer Science
• F 9:10 a.m.-11:40 a.m.
• Instructor: Aleksander Holynski
  Info
• 3 points

COMPUT METHODS IN FINANCE

MS IEOR students only. Application of various computational methods/techniques in quantitative/computational finance. Transform techniques: fast Fourier transform for data de-noising and pricing, finite difference methods for partial differential equations (PDE), partial integro-differential equations (PIDE), Monte-Carlo simulation techniques in finance, and calibration techniques, filtering and parameter estimation techniques. Computational platform will be C++/Java/Python/Matlab/R.

• Department: Industrial Engineering and Operations Research
• R 7:10 p.m.-9:40 p.m.
• Instructor: Alireza Javaheri
  Info
• 3 points

Practicum on Environmental Research

This course provides students with an overview of environmental research, covering the conceptualization of research projects, the grantmaking process, and article writing. Throughout the semester, students will attend lectures from Columbia researchers and professionals from other organizations. These lectures will cover their current projects and how they communicate their findings in various settings, communities, cultures, and industries. The lecturers will also discuss different aspects of the research process and the practicalities of project development. Students will learn the basics of grant writing and research methodology, write an academic research paper, and participate in a colloquium, with the aim of providing them with tangible transferable skills.

• Department: Sustainability Management
• W 4:10 p.m.-6 p.m.
• Instructor: Louise A Rosen
  Info
• 1-3 points

AI Applications in Finance

Data, models, visuals; various facets of AI, applications in finance; areas: fund, manager, security selection, asset allocation, risk management within asset management; fraud detection and prevention; climate finance and risk; data-driven real estate finance; cutting-edge techniques: machine learning, deep learning in computational, quantitative finance; concepts: explainability, interpretability, adversarial machine learning, resilience of AI systems; industry utilization

• Department: Industrial Engineering and Operations Research
• FS 9 a.m.-5 p.m.
• Instructor: Ali Hirsa
  h-index: 8 Info
• 3 points

Art and Theory in a Global Context

Art & Theory in Global Co

What is “globalization”? How does it change the way we think about or show art today? What role does film and media play in it? How has critical theory itself assumed new forms in this configuration moving outside post-war Europe and America? How have these processes helped change with the very idea of ‘contemporary art’? What then might a transnational critical theory in art and in thinking look like today or in the 21st century? In this course we will examine this cluster of questions from a number of different angles, starting with new questions about borders, displacements, translations and minorities, and the ways they have cut across and figured in different regions, in Europe or America, as elsewhere. In the course of our investigations, we will look in particular at two areas in which these questions are being raised today -- in Asia and in Africa and its diasporas. The course is thus inter-disciplinary in nature and is open to students in different fields and areas where these issues are now being discussed.

• Department: Art History and Archaeology
• M 4:10 p.m.-6 p.m.
• Instructor: John Rajchman
  Wikipedia Info
• 4 points

Engineering the Modern Middle East: Hist

Engineering the Modern ME

This course examines the history of science, technology and medicine in the modern Middle East. We will consider a number of themes from energy infrastructures and communication and transportation systems to modern medical, agricultural and environmental developments.

• Department: History
• R 2:10 p.m.-4 p.m.
• Instructor: Marwa Elshakry
  CULPA: 2 Info
• 4 points

GLOBALIZATION & ITS RISKS

Prerequisites: ECON UN3211 and ECON UN3213 The world is being transformed by dramatic increases in flows of people, goods and services across nations. Globalization has the potential for enormous gains but is also associated to serious risks. The gains are related to international commerce where the industrial countries dominate, while the risks involve the global environment, poverty and the satisfaction of basic needs that affect in great measure the developing nations. Both are linked to a historical division of the world into the North and the South-the industrial and the developing nations. Key to future evolution are (1) the creation of new markets that trade privately produced public goods, such as knowledge and greenhouse gas emissions, as in the Kyoto Protocol; (2) the updating of the Breton Woods Institutions, including the creation of a Knowledge Bank and an International Bank for Environmental Settlements.

• Department: Economics
• MW 5:40 p.m.-6:55 p.m.
• Instructor: Graciela Chichilnisky
  CULPA: 9 Wikipedia h-index: 48 Info
• 3 points

COMPUTATIONAL GENOMICS

Computational techniques for analyzing genomic data including DNA, RNA, protein and gene expression data. Basic concepts in molecular biology relevant to these analyses. Emphasis on techniques from artificial intelligence and machine learning. String-matching algorithms, dynamic programming, hidden Markov models, expectation-maximization, neural networks, clustering algorithms, support vector machines. Students with life sciences backgrounds who satisfy the prerequisites are encouraged to enroll.

• Department: Computer Science
• MW 5:40 p.m.-6:55 p.m.
• 3 points

HEALTH & HEALING IN AFRICA

• Department: History
• M 4:10 p.m.-6 p.m.
• Instructor: Rhiannon Stephens
  CULPA: 2 Info
• 4 points

MACHINE LEARNING

Basic statistical principles and algorithmic paradigms of supervised machine learning.

Prerequisites: 
Multivariable calculus (e.g. MATH1201 or MATH1205 or APMA2000), linear algebra (e.g. COMS3251 or MATH2010 or MATH2015), probability (e.g. STAT1201 or STAT4001 or IEOR3658 or MATH2015), discrete math (COMS3203), and general mathematical maturity. Programming and algorithm analysis (e.g. COMS 3134). COMS 3770 is recommended for students who wish to refresh their math background.

• Department: Computer Science
• MW 2:40 p.m.-3:55 p.m.
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Tony B Dear
  CULPA: 17 Info
• 3 points

From Curiosity to Cure Case Studies

Case Studies in Cool Bioc

Course overview: The goal of this course is to engage upper-level undergraduates and beginning graduate students in an immersive intellectual experience at the intersection of rigorous scientific inquiry and the history of innovation in molecular biology. The central theme will be curiosity and critical thinking as the twin drivers of both technological innovation and scientific discovery. The course will be divided into a series of modules focused on analysis and presentation of original research papers related to one important breakthrough in molecular biology that occurred during the past century. A prominent theme of the course will be the persistently unpredictable trajectory linking technical research and methodological developments to breakthrough science. Approximately six-to-eight original research papers will be covered in each module, spanning topics from the development of the methods that made the breakthrough possible through practical application of the resulting knowledge.

Three or four of the following breakthroughs will likely be covered in 2023:


Discovery and clinical application of insulin by Banting & Best.

Development of the Trikafta triple drug treatment for cystic fibrosis.

Development of CRISPR for human genetic engineering.

Genetics and pharmacological treatment of human hyperlipidemia.

Development of the Gleevec tyrosine kinase inhibitor to cure Ph+ leukemias.

Development of “next-generation” nucleic acid sequencing methods.

• Department: Biological Sciences
• MW 9:45 a.m.-11:25 a.m.
• Instructor: John Hunt
  CULPA: 2 Info
• 4 points

META TOOL I

• Department: Architecture, Planning and Preservation
• T 7 p.m.-9 p.m.
• Instructor: Daniel Taeyoung Lee
  Info
• 3 points

AFRICAN FRANCE, FRENCH AFRICA

This seminar
explores a tradition of historical writing (historiography) that constructs “Africa and France,” or “France and Africa,” or “FrançAfrique” as an historical object and as an object of knowledge. That body of writing accounts in various and sometimes contadictory ways for the peculiar, intense, and historically conflictual relationship that exists between France and the sub-Saharan nation-states that are its former African colonies.

• Department: History
• R 4:10 p.m.-6 p.m.
• Instructor: Gregory Mann
  CULPA: 15 h-index: 13 Info
• 4 points

MOLECULAR BIOLOGY OF CANCER

Tracing the discovery of the role of DNA tumor viruses in cancerous transformation. Oncogenes and tumor suppressors are analyzed with respect to their function in normal cell cycle, growth control, and human cancers. SCE 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
• TR 2:40 p.m.-3:55 p.m.
• 3 points

DATA SCIENCE CAPSTONE&ETHICS

• Department: Engineering
• F 2:10 p.m.-4 p.m.
• 3 points

LANGUAGE & SOCIETY

How language structure and usage varies according to societal factors such as social history and socioeconomic factors, illustrated with study modules on language contact, language standardization and literacy, quantitative sociolinguistic theory, language allegiance, language, and power.

• Department: Slavic Languages
• TR 11:40 a.m.-12:55 p.m.
• Instructor: John H McWhorter
  CULPA: 26 Wikipedia Info
• 3 points

Contradictions of Care: From Intimacy to

CONTRADICTIONS OF CARE

Care is central to the interpersonal claim that is made by the other. It is a response that recognizes and satisfies a need. Care can be motivated by pain and sorrow, but also by desire and the desire for recognition. But while care is a fundamental aspect of healing, it can also be a demand that extracts obligations and liabilities. Care is an ambiguous concept that always already contains or is determined by its oppositions; we will begin by analyzing the concept of care itself, drawing on resources from the history and philosophy of medicine as well as literary sources. Ideals of care that many of us have for our loved ones are difficult to render at scale, and are often in tension with the for-profit motivations behind the development of medications, the administration of healthcare services, and the distribution of goods. We will consider the sorts of compromises that are made every day through readings in literature, history, political science and philosophy and also through first-person experience in the form of a practicum that that will run parallel to the course.

• Department: Comparative Literature and Society, Institute for
• M 10:10 a.m.-noon
• Instructor: Arden A Hegele
  CULPA: 2 Info
• 3 points

INTRO TO HUMAN SPACE FLIGHT

Introduction to human spaceflight from a systems engineering perspective. Historical and current space programs and spacecraft. Motivation, cost, and rationale for human space exploration. Overview of space environment needed to sustain human life and health, including physiological and psychological concerns in space habitat. Astronaut selection and training processes, spacewalking, robotics, mission operations, and future program directions. Systems integration for successful operation of a spacecraft. Highlights from current events and space research, Space Shuttle, Hubble Space Telescope, and International Space Station (ISS). Includes a design project to assist International Space Station astronauts.

• Department: Mechanical Engineering
• F 1:10 p.m.-3:40 p.m.
• Instructor: Michael J Massimino
  Wikipedia Info
• 3 points

Encounters with Nature: The History and

This course offers an understanding of the interdisciplinary field of environmental, health and population history and will discuss historical and policy debates with a cross cutting, comparative relevance: such as the making and subjugation of colonized peoples and natural and disease landscapes under British colonial rule; modernizing states and their interest in development and knowledge and technology building, the movement and migration of populations, and changing place of public health and healing in south Asia. The key aim of the course will be to introduce students to reading and analyzing a range of historical scholarship, and interdisciplinary research on environment, health, medicine and populations in South Asia and to introduce them to an exploration of primary sources for research; and also to probe the challenges posed by archives and sources in these fields. Some of the overarching questions that shape this course are as follows: How have environmental pasts and medical histories been interpreted, debated and what is their contemporary resonance? What have been the encounters (political, intellectual, legal, social and cultural) between the environment, its changing landscapes and state? How have citizens, indigenous communities, and vernacular healers mediated and shaped these encounters and inserted their claims for sustainability, subsistence or survival? How have these changing landscapes shaped norms about bodies, care and beliefs? The course focuses on South Asia but also urges students to think and make linkages beyond regional geographies in examining interconnected ideas and practices in histories of the environment, medicine and health. Topics will therefore include (and students are invited to add to these perspectives and suggest additional discussion themes): colonial and globalized circuits of medical knowledge, with comparative case studies from Africa and East Asia; and the travel and translation of environmental ideas and of medical practices through growing global networks.

• Department: History
• T 2:10 p.m.-4 p.m.
• Instructor: Kavita Sivaramakrishnan
  Info
• 4 points

RANDOM SIGNALS & NOISE

Characterization of stochastic processes as models of signals and noise; stationarity, ergodicity, correlation functions, and power spectra. Gaussian processes as models of noise in linear and nonlinear systems; linear and nonlinear transformations of random processes; orthogonal series representations. Applications to circuits and devices, to communication, control, filtering, and prediction.

• Department: Electrical Engineering
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Irving Kalet
  CULPA: 3 h-index: 12 Info
• 3 points

DIGITAL IMAGE PROCESSING

Introduction to the mathematical tools and algorithmic implementation for representation and processing of digital pictures, videos, and visual sensory data. Image representation, filtering, transform, quality enhancement, restoration, feature extraction, object segmentation, motion analysis, classification, and coding for data compression. A series of programming assignments reinforces material from the lectures.

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

BUILDING CONDITIONS ASSESSMENT

• Department: Architecture, Planning and Preservation
• M 10 a.m.-1 p.m.
• Instructor: Kyle C Normandin
  Info
• 1.5 points

EMBEDDED SYSTEMS

Embedded system design and implementation combining hardware and software. I/O, interfacing, and peripherals. Weekly laboratory sessions and term project on design of a microprocessor-based embedded system including at least one custom peripheral. Knowledge of C programming and digital logic required.

• Department: Computer Science
• MW 1:10 p.m.-2:25 p.m.
• Instructor: Stephen A Edwards
  CULPA: 21 h-index: 35 Info
• 3 points

The City & the Archive

How to write the city? What is an archive for writing the city? What liminal and marginal perspectives are available for thinking about writing the city? What is the place of the city in the global south in our historical imagination? Our attempt in this seminar is to look at the global south city from the historical and analytical perspectives of those dispossessed and marginal. Instead of ‘grand’ summations about “the Islamic City” or “Global City,” we will work meticulously to observe annotations on power that constructs cities, archives and their afterlives. The emphasis is on the city in South Asia as a particular referent though we will learn to see Cairo, New York, and Istanbul.

• Department: History
• W 10:10 a.m.-noon
• Instructor: Manan Ahmed
  CULPA: 6 Wikipedia h-index: 6 Info
• 4 points

GENERATIVE DESIGN

• Department: Architecture, Planning and Preservation
• T 9 a.m.-11 a.m.
• Instructor: Danil Nagy
  Info
• 3 points

FOOTPRINT: CARBON & DESIGN

• Department: Architecture, Planning and Preservation
• M 11 a.m.-1 p.m.
• Instructor: David E Benjamin
  Info
• 3 points

Synthetic Organogenesis

The goal of synthetic organogenesis is to use stem cells to reconstitute aspects of embryo development and organ formation in vitro. Examines the molecular basis of human embryogenesis. Introduces synthetic organogenesis as an interdisciplinary field. Students learn to recognize generic molecular mechanisms behind signaling and cell lineage specification. Covers recent advances in applying engineering and contemporary biology to creating organoids and organs on chips using human stem cells.

• Department: Chemical Engineering
• T 4:10 p.m.-6:55 p.m.
• Instructor: Mijo Simunovic
  CULPA: 1 h-index: 17 Info
• 3 points

North Korean History, Culture and Politi

North Korea is widely regarded as a country without a history; as enigmatic as it is isolated. Dispensing with this cliché, this course invites students to engage with North Korean history using a variety of primary and secondary sources. We begin in the medieval period to trace the distinct features of the northern region that made it uniquely receptive to outside ideas. Understanding the north as a frontier zone of experimentation and adaption allows us to examine the attractive power of modernity in the north during the early twentieth century via the influence of Christianity, capitalism and communism. Utilizing texts and materials made in North Korea and internationally, including feature and documentary films, women’s magazines, graphic novels, literary fiction and testimony, the course investigates the conditions within which knowledge about North Korea has been produced, circulated and repressed. Key topics to be explored include the history of Christianity and capitalism in Pyongyang and the northern provinces, communist cadres in the 1930s, the allure of the North in the 1940s, the Korean War and the purges that followed, North Korea’s relations with neighbors and the world, and the high cost its citizens pay for the country’s brutal sanction economy.

• Department: History
• W 4:10 p.m.-6 p.m.
• Instructor: Ruth Barraclough
  Info
• 4 points

MAKING SENSES

• Department: Architecture, Planning and Preservation
• W 9 a.m.-11 a.m.
• Instructor: James Nanasca
  Info
• 3 points

ATOMISTIC SIMULATIONS FOR SCIENCE AND EN

Many materials properties and chemical processes are governed by atomic-scale phenomena such as phase transformations, atomic/ionic transport, and chemical reactions. Thanks to progress in computer technology and methodological development, now there exist atomistic simulation approaches for the realistic modeling and quantitative prediction of such properties. Atomistic simulations are therefore becoming increasingly important as a complement for experimental characterization, to provide parameters for meso- and macroscale models, and for the in-silico discovery of entirely new materials. This course aims at providing a comprehensive overview of cutting-edge atomistic modeling techniques that are frequently used both in academic and industrial research and engineering. Participants will develop the ability to interpret results from atomistic simulations and to judge whether a problem can be reliably addressed with simulations. The students will also obtain basic working knowledge in standard simulation software.

• Department: Chemical Engineering
• TR 4:10 p.m.-5:25 p.m.
• Instructor: Alexander Urban
  h-index: 24 Info
• 3 points

HISTORY OF MODERN CHINA II

HIST OF MODERN CHINA II

China's search for a new order in the long twentieth century with a focus on political, social and cultural change.

• Department: East Asian Languages and Cultures
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Cameron K Foltz
  Info
• 3 points

ARCHITECTURES OF AND FOR THE MORE-THAN-H

THE GREAT RE-USE

• Department: Architecture, Planning and Preservation
• R 9 a.m.-11 a.m.
• Instructor: Mireia Luzarraga
  Info
• 3 points

CHEMISTRY OF CONTINENTL WATERS

Prerequisites: Recommended preparation: a solid background in basic chemistry. Introduction to geochemical cycles involving the atmosphere, land, and biosphere; chemistry of precipitation, weathering reactions, rivers, lakes, estuaries, and groundwaters; students are introduced to the use of major and minor ions as tracers of chemical reactions and biological processes that regulate the chemical composition of continental waters.

• Department: Earth and Environmental Sciences
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Robert Anderson
  h-index: 77 Info
• 3 points

Philanthropy & Just Societies

:

Philanthropy & Just Societies
will enable Columbia undergraduate students to learn about the history of philanthropy, to understand best practices and ethical underpinnings, to debate its potential in making more just societies, and to consider what it means to give and receive aid at different scales. Students will have the opportunity to participate directly in philanthropic work.

• Department: Psychology
• T 10:10 a.m.-noon
• 3 points

WOMEN & GENDER IN KOREAN HIST

• Department: East Asian Languages and Cultures
• M 4:10 p.m.-6 p.m.
• Instructor: Jungwon Kim
  CULPA: 2 Info
• 4 points

TOPICS IN CHEMICAL ENGINEERING

• Department: Chemical Engineering
• MW 8:40 a.m.-9:55 a.m.
• MW 4:10 p.m.-5:25 p.m.
• T 4:10 p.m.-6:55 p.m.
• F 10:10 a.m.-12:50 p.m.
• Instructor: Sanat Kumar
  CULPA: 4 h-index: 79 Info
• Instructor: Sakul Ratanalert
  Info
• Instructor: Jingguang Chen
  Wikipedia h-index: 89 Info
• Instructor: Lauren E Marbella
  Info
• 3 points

MASTERS RESEARCH OR PROJECT

Prerequisite(s): Approval by a faculty member who agrees to supervise the work. Independent work involving experiments, computer programming, analytical investigation, or engineering design.

• Department: Industrial Engineering and Operations Research
• Instructor: Anish Agarwal
  Info
• Instructor: Shipra Agrawal
  h-index: 24 Info
• Instructor: Eric Balkanski
  h-index: 13 Info
• Instructor: Daniel Bienstock
  h-index: 38 Info
• Instructor: Agostino Capponi
  h-index: 19 Info
• Instructor: Rachel Cummings
  h-index: 16 Info
• Instructor: Antonius B Dieker
  CULPA: 10 h-index: 19 Info
• Instructor: Adam N Elmachtoub
  CULPA: 1 h-index: 13 Info
• Instructor: Yuri Faenza
  h-index: 11 Info
• Instructor: Vineet Goyal
  h-index: 21 Info
• Instructor: Ali Hirsa
  h-index: 8 Info
• Instructor: Anran Hu
  Info
• Instructor: Garud Iyengar
  CULPA: 6 h-index: 30 Info
• Instructor: Hardeep Johar
  Info
• Instructor: Cedric Josz
  CULPA: 2 h-index: 13 Info
• Instructor: Soulaymane Kachani
  CULPA: 12 Info
• Instructor: Yaren Kaya
  Info
• Instructor: Christian Kroer
  h-index: 16 Info
• Instructor: Daniel Lacker
  CULPA: 4 h-index: 13 Info
• Instructor: Henry Lam
  h-index: 17 Info
• Instructor: Fabrizio Lecci
  Info
• Instructor: Tianyi Lin
  Info
• Instructor: Uday Menon
  Info
• Instructor: Bento Natura
  Info
• Instructor: Jay Sethuraman
  CULPA: 10 Info
• Instructor: Karl Sigman
  CULPA: 15 Info
• Instructor: Eric Stratman
  Info
• Instructor: Clifford Stein
  CULPA: 31 Wikipedia h-index: 53 Info
• Instructor: Wenpin Tang
  h-index: 6 Info
• Instructor: Kaizheng Wang
  CULPA: 1 h-index: 8 Info
• Instructor: Lily Xu
  Info
• Instructor: David D Yao
  CULPA: 5 Info
• Instructor: Yi Zhang
  CULPA: 2 Info
• Instructor: Xunyu Zhou
  h-index: 54 Info
• Instructor: Christine Chan
  Info
• Instructor: Chris Lee
  Info
• 1-3 points

PROJECTS IN COMPUTER SCIENCE

A second-level independent project involving laboratory work, computer programming, analytical investigation, or engineering design. May be repeated for credit. Consult the department for section assignment.

• Department: Computer Science
• Instructor: Alexandr Andoni
  CULPA: 2 h-index: 34 Info
• Instructor: Paul S Blaer
  CULPA: 46 h-index: 8 Info
• Instructor: Adam H Cannon
  CULPA: 81 Info
• Instructor: Xi Chen
  CULPA: 7 Wikipedia h-index: 64 Info
• Instructor: Stephen A Edwards
  CULPA: 21 h-index: 35 Info
• Instructor: Roxana Geambasu
  CULPA: 2 Wikipedia h-index: 20 Info
• Instructor: Luis Gravano
  CULPA: 16 h-index: 56 Info
• Instructor: Julia Hirschberg
  CULPA: 8 h-index: 77 Info
• Instructor: Daniel Hsu
  CULPA: 6 h-index: 44 Info
• Instructor: Suman Jana
  h-index: 33 Info
• Instructor: Gail E Kaiser
  CULPA: 10 Info
• 1-3 points