History of Modern Israel

While Israel is perhaps one of the most discussed and debated state in the world – only few onlookers have a deep understanding of Israel’s complex and fragmented society and politics.

This course invites the students into a journey to the historical and current Israeli politics and society by introducing the creation of the Israeli Democracy, the main political debates, different ideological visions, and the main cleavages and demographic divisions that have driven Israeli society from 1948 through the present days.

By presenting continuation and changes in Israel history and society the students will learn about the main events in Israel history with respect to military and diplomatic issues, different groups and parties – among them, Ultra-Orthodox (Haredim), Palestinian citizens of Israel, Ethiopian Jews, Religious Zionist, Jewish settlers, Ashkenazi vs Mizrahi/Sephardic Jews – which create the fabric of Israel politics and society from its formative years to the current era. 

With an eye open to current developments, the course will also discuss new trends in Israeli politics.

In addition to the reading and primary sources, the students will watch and review films about Israeli politics and culture. At the end of the course the students will gain a better understanding of Israel and its complexities. 

Course Objectives

By the end of the course students will, (1) Understand Israel’s broad and diverse social and political spectrum, with an emphasis on historical events and core issues (the peace process, religion-state dynamics, etc.)

2. Be able to discuss and write intelligently about Israel’s history, politics and culture.

• Department: Institute for Israel & Jewish Studies
• M 12:10 p.m.-2 p.m.
• Instructor: Avraham Shilon
  Info
• 4 points

Continuous Control Systems

Introduction to continuous systems with the treatment of classical and state-space formulations. Mathematical concepts, complex variables, integral transforms and their inverses, differential equations, and relevant linear algebra. Classical feedback control, time/frequency domain design, stability analysis, Laplace transform formulation and solutions, block diagram simplifcation and manipulation, signal ow graphs, modeling physical systems and linearization. state-space formulation and modeling, in parallel with classical single-input single-output formulation, connections between the two formulations. Transient and steady state analysis, methods of stability analysis, such as root locus methods, Nyquist stability criterion, Routh-Hurwitz criterion, pole/zero placement, Bode plot analysis, Nichols chart analysis, phase lead and lag compensators, controllability, observability, realization of canonical forms, state estimation in multivariable systems, time-variant systems. Introduction to advanced stability analysis such as Lyapunov stability and simple optimal control formulation. May not take for credit if already received credit for EEME E3601.

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

POLITICS IN INDIA

This course will combine study of long-term historical sociology with more short term understanding of policies and their possible effects. Though its main purpose will be to provide students with an understanding of politics after independence, it will argue, methodologically, that this understanding should be based on a study of historical sociology – plotting long-terms shifts in the structure of social power. The course will start with analyses of the structures of power and ideas about political legitimacy in pre-modern India, and the transformations brought by colonialism into that order. After a brief study of the nature of political order under the colonial state, the courses will focus primarily on the history of the democratic state after independence.

• Department: Middle Eastern, South Asian and African Studies
• T 2:10 p.m.-4 p.m.
• Instructor: Sudipta Kaviraj
  Wikipedia Info
• 4 points

QUANTITATIVE RISK MANAGEMENT

Risk management models and tools; measure risk using statistical and stochastic methods, hedging and diversification. Examples include insurance risk, financial risk, and operational risk. Topics covered include VaR, estimating rare events, extreme value analysis, time series estimation of extremal events; axioms of risk measures, hedging using financial options, credit risk modeling, and various insurance risk models.

• Department: Industrial Engineering and Operations Research
• MW 11:40 a.m.-12:55 p.m.
• None None-None
• Instructor: Agostino Capponi
  h-index: 19 Info
• 3 points

Zionism in History: Controversies Local

Zionism History: Controve

From its very inception on the stage of history, the Zionist idea has been a catalyst for intense controversy, both within the Zionist movement and the Jewish people, as well as among external critics. This course seeks to trace the major debates and controversies that have shaped Zionism from its founding to the present day, as they have manifested in the State of Israel.

 

The curriculum examines key questions: Is Zionism a modern development of Judaism or a completely new phenomenon that marks a historical break? Should the movement have emphasized cultural identity or political sovereignty? Why did the Zionist movement choose a Western orientation over an Eastern one? 

 

We will also examine how Zionists engaged with the Arab Revolt of the 1930s, raising relevant questions such as the policy of restraint or retaliation, and analyze the core arguments of those who define Zionism as a legitimate — even one of the most justified — national movements versus those who characterize it through colonialist frameworks.

Furthermore, the course will revisit Hannah Arendt’s controversial reflections on the 1961 Eichmann Trial and the subsequent accusations regarding her perceived lack of "
Ahavat Yisrael
" (love for the Jewish people). We will move forward to address the contemporary debate over whether anti-Zionism is inherently the same as antisemitism and explore Israeli views of anti-Zionist critiques.

 

Throughout the course, we will place special emphasis on examining controversies surrounding Israel and Zionism in comparison to other global nationalist movements.

By situating Zionist history within both global perspectives and internal debates, students will move beyond narrow political discourse to acquire a profound understanding of Israel’s past and present. Each session will be supplemented by primary sources, including films, speeches, testimonies, and interviews.

• Department: Institute for Israel & Jewish Studies
• W 10:10 a.m.-noon
• Instructor: Avraham Shilon
  Info
• 4 points

INTRODUCTION TO ROBOTICS

Overview of robot applications and capabilities. Linear algebra, kinematics, statics, and dynamics of robot manipulators. Survey of sensor technology: force, proximity, vision, compliant manipulators. Motion planning and artificial intelligence; manipulator programming requirements and languages.

• Department: Mechanical Engineering
• T 4:10 p.m.-6:40 p.m.
• None None-None
• Instructor: Sunil Agrawal
  Wikipedia h-index: 65 Info
• 3 points

Human-Wildlife Conflict

This course explores the history, nature and underlying causes of human/wildlife conflict from the human perspective. We will emphasize areas of human and wildlife conflict that endanger the existence of wildlife species in significant portions of their range, and consider emerging strategies that may reduce human-wildlife conflict.

• Department: Ecology, Evolution, and Environmental Biology
• F 2:10 p.m.-4 p.m.
• Instructor: Wai-Ming Wong
  Info
• 3 points

ADV MANUFACTURING PROCESSES

Principles of nontraditional manufacturing, nontraditional transport and media. Emphasis on laser assisted materials processing, laser material interactions with applications to laser material removal, forming, and surface modification. Introduction to electrochemical machining, electrical discharge machining and abrasive water jet machining.

• Department: Mechanical Engineering
• W 4:10 p.m.-6:40 p.m.
• Instructor: Sinisa Vukelic
  CULPA: 2 h-index: 11 Info
• 3 points

ADV MANUFACTURING PROCESSES

Principles of nontraditional manufacturing, nontraditional transport and media. Emphasis on laser assisted materials processing, laser material interactions with applications to laser material removal, forming, and surface modification. Introduction to electrochemical machining, electrical discharge machining and abrasive water jet machining.

• Department: Video Network
• Instructor: Sinisa Vukelic
  CULPA: 2 h-index: 11 Info
• 3 points

ROBOTICS STUDIO

Hands-on studio class exposing students to practical aspects of the design, fabrication, and programming of physical robotic systems. Students experience entire robot creation process, covering conceptual design, detailed design, simulation and modeling, digital manufacturing, electronics and sensor design, and software programming.

• Department: Mechanical Engineering
• W 11:40 a.m.-12:55 p.m.
• None None-None
• Instructor: Hod Lipson
  Wikipedia h-index: 79 Info
• 3 points

Frontiers of Justice

Frontiers of Justice is designed to encourage students and equip them with the skills to become active and effective  “Change Agents” within their academic institutions and larger communities.. Oriented by the question,
What does justice look like?
, this course aims to raise political and social awareness and engagement with the challenges facing New York City and strengthen ties between Columbia University, disadvantaged communities, and city government agencies and community organizations. Through sharing ideas about how to make structural and systemic change in ways that integrate science, law, politics, history,  narrative and community engagement, the course is intended to support students in working to break down racial and ethnic barriers and toward a more fair and just society.

• Department: Psychology
• M 2:10 p.m.-4 p.m.
• Instructor: Nora Isacoff
  CULPA: 1 Info
• 4 points

TECHNOLOGY,RELIGION,FUTURE

This seminar will examine the history of the impact of technology and media on religion and vice versa before bringing into focus the main event: religion today and in the future. Well read the classics as well as review current writing, video and other media, bringing thinkers such as Eliade, McLuhan, Mumford and Weber into dialogue with the current writing of Kurzweil, Lanier and Taylor, and look at, among other things: ethics in a Virtual World; the relationship between Burning Man, a potential new religion, and technology; the relevance of God and The Rapture in Kurzweils Singularity; and what will become of karma when carbon-based persons merge with silicon-based entities and other advanced technologies.

• Department: Religion
• R 10:10 a.m.-noon
• Instructor: David R Kittay
  CULPA: 6 Info
• 4 points

AFRICAN-AMERICAN LITERATURE I

(Lecture). This lecture course is intended as the first half of the basic survey in African-American literature. By conducting close readings of selected song lyrics, slave narratives, fiction, poetry, and autobiography, we will focus on major writers in the context of cultural history. In so doing, we will explore the development of the African- American literary tradition. Writers include, but are not limited to, Wheatley, Equiano, Douglass, Jacobs, Harper, Dunbar, Chestnutt, Washington, Du Bois, and Larsen. Course requirements: class attendance, an in-class midterm exam, a five-page paper, and a final exam.

• Department: English and Comparative Literature
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Robert G O'Meally
  CULPA: 18 Info
• 3 points

Islam in Popular Culture

This course interrogates seminal issues in the academic study of Islam through its popular representation in various forms of media from movies and television to novels and comic books. The class is structured around key theoretical readings from a range of academic disciplines ranging from art history and anthropology to comparative literature and religion.

The course begins by placing the controversies surrounding the visual depiction of Muhammad in historical perspective (Gruber). This is followed by an examination of modern portrayals of Muslims in film that highlights both the vilification of the “other” (Shaheen) and the persistence of colonial discourses centered on the “native informant” (Mamdani). Particular emphasis is given to recent pop cultural works that challenge these simplistic discourses of Islam. The second half of the course revisits Muhammad, employing an anthropological framework (Asad) to understand the controversies surrounding Salman Rushdie’s Satanic Verses. The obsession with a gendered depiction of Islam is then examined through an anthropological framework that sheds light on the problems of salvation narratives (Abu Lughod). The course ends with a look at the unique history of Islam in America, particularly the tension between immigrant and African-American communities.

• Department: Religion @Barnard
• T 4:10 p.m.-6 p.m.
• Instructor: Najam I Haider
  CULPA: 8 Info
• 4 points

INTRO-POLYMERS/SOFT MATERIALS

• Department: Chemical Engineering
• MW 10:10 a.m.-11:25 a.m.
• None None-None
• Instructor: Christopher J Durning
  CULPA: 3 Info
• 3 points

Numerical Methods for Data Analysis

Num Methods for Data Anal

An introduction to the mathematical and computational foundations of data analysis with linear models. Develops theoretical and computational understanding of numerical linear algebra algorithms for problems including data fitting, data classification, clustering, and data reduction. Focus includes vector spaces, matrix factorization, least squares methods, and singular value decompositions. Illustrations on a variety of engineering applications, including power networks, autonomous and electric vehicles, quantum computing, medical imaging, and systems biology.

• Department: Electrical Engineering
• T 10:10 a.m.-12:40 p.m.
• Instructor: James Anderson
  h-index: 18 Info
• 3 points

PRICING MODELS FOR FIN ENGIN

Required for undergraduate students majoring in OR:FE. Characteristics of commodities or credit derivatives. Case study and pricing of structures and products. Topics covered include swaps, credit derivatives, single tranche CDO, hedging, convertible arbitrage, FX, leverage leases, debt markets, and commodities.

• Department: Industrial Engineering and Operations Research
• T 4:10 p.m.-6:40 p.m.
• None None-None
• Instructor: Michael Miller
  CULPA: 18 h-index: 14 Info
• 3 points

Religion and Media

This is a course designed for students interested in media and their connections to religious traditions and practices. This includes a consideration of specific mediums, including print, photography, radio, television, film, and the internet. But there is also an important manner in which media technologies have to be understood in relation to the more elementary senses they express (hearing, sight, etc). We therefore investigate media as both a broad conceptual category and as specific technologies of communication. So lots on books, TV, phones and the like, but also presence, auras, connection, distance, broadcasting, and immediacy.

Course texts will include a combination of conceptual works as well as case studies drawn from major religious traditions. The learning goals of the course are: (1) to introduce seminal interpretive and methodological issues in the contemporary study of media/mediation; (2) to study some theoretical classics in the fields of media studies and religious studies, to provide a foundation for further reading; (3) to introduce new writing in the field; and (4) to encourage students to think of ways in which the issues and authors surveyed might provide models for their own interests and research. This course is geared toward graduate students and upper-level undergraduates. Some background in religious studies and/or media studies is helpful but not required.

• Department: Religion
• T 2:10 p.m.-4 p.m.
• Instructor: Samuel R Stella
  Info
• 4 points

ADVANCED HINDI I

This third year (or fifth semester) course in the Hindi-Urdu program aims to continue building upon the existing listening, speaking, reading, writing, and cultural skills in Hindi.Students will be exposed to a variety of authentic materials, such as stories, plays, newspapers, magazines, videos, and film clips. They will be expected to expand their vocabulary, enhance their grammatical accuracy, and develop their cultural appropriateness through enthusiastic participation in classroom activities and immersion in the speech community outside.

The objective of the course is to promote meaningful interaction with literary texts and strengthen students’ language skills to understand and describe situations and people in diverse academic settings of modern Hindi. Writing in the target language will be emphasized throughout the semester to enable students to use their diverse vocabulary and grammatical structures. This course will prepare students for “Advanced Hindi-II.”

• Department: Middle Eastern, South Asian and African Studies
• TR 10:10 a.m.-noon
• Instructor: Rakesh Ranjan
  CULPA: 6 Info
• 5 points

TENSILE/COMPRESSION SURFACES

• Department: Architecture, Planning and Preservation
• T 11 a.m.-1 p.m.
• Instructor: Robert E Marino
  Wikipedia Info
• 3 points

BEYOND THE BAMBOO CURTAIN: SOCIALIST CHI

SOCIALIST CHINA IN THE WO

• Department: East Asian Languages and Cultures
• W 2:10 p.m.-4 p.m.
• Instructor: Gavin Healy
  Info
• 4 points

Psychology of Religion

Prerequisites: Two courses in psychology, including at least one course with a focus on research methods
and/or statistics, and permission of the instructor.
Review of theories and empirical research related to religious cognition and behavior. Topics include the
foundations of religious belief and practice, people's concepts of religious ideas, and the lack of religious
belief/identity (e.g., atheism), among others.

• Department: Psychology
• W 10:10 a.m.-noon
• Instructor: Larisa H Solomon
  Info
• 4 points

RECORDED SOUND

As music moves into the 21st century, we find ourselves surrounded by an ever-evolving landscape of technological capability. The world of music, and the music industry itself, is changing rapidly, and with that change comes the opening – and closing – of doorways of possibility. What does this shift mean for today’s practicing artist or composer? With big label recording studios signing and nurturing fewer and fewer artists, it seems certain that, today, musicians who want to record and distribute their music need to be able to do much of the recording and production work on their own. But where does one go to learn how to do this – to learn not only the “how to” part of music production, but the historical underpinnings and the development of the music production industry as well? How does one develop a comprehensive framework within which they can place their own artistic efforts? How does one learn to understand what they hear, re-create what they like and develop their own style? This class, “Recorded Sound,” aims to be the answer. It’s goal is to teach artists how to listen critically to music from across history and genres in order to identify the production techniques that they hear, and reproduce those elements using modern technology so they can be incorporated into the artist’s own musical works.

• Department: Music
• M 10:10 a.m.-1 p.m.
• Instructor: David Adamcyk
  CULPA: 1 Info
• 3 points

Jews in the Ancient City: Politics and M

This course will examine the experience of Jews in the cities of the eastern Roman Empire, offering a challenge to modern hypotheses of Jewish corporate stability in that setting and contributing to modern discussions of the relations between the Roman state, Greek cities, and Jewish and Christian subjects.

• Department: History
• M 2:10 p.m.-4 p.m.
• Instructor: Seth R Schwartz
  CULPA: 1 Wikipedia Info
• 4 points

Jews in the Ancient City: Politics and M

This course will examine the experience of Jews in the cities of the eastern Roman Empire, offering a challenge to modern hypotheses of Jewish corporate stability in that setting and contributing to modern discussions of the relations between the Roman state, Greek cities, and Jewish and Christian subjects.

• Department: Auditing
• M 2:10 p.m.-4 p.m.
• Instructor: Seth R Schwartz
  CULPA: 1 Wikipedia Info
• 0 points

Advanced Urdu

ADVANCED URDU

Prerequisites: Two years of prior study in Urdu or one year of Urdu for Heritage Speakers I&II courses at Columbia University, or approval of the professor. This is a one-semester course in advanced Urdu language. It will be taught in the fall semester. The goal of the course is to develop students’ linguistic skills i.e. listening, speaking, reading, writing and cultural skills in Urdu, and give students in-depth exposure to some of the finest works of classical and modern Urdu prose. Special emphasis will be given to developing a high-register vocabulary. Necessary grammar points will also be explained for developing an accurate and nuanced understanding of the Urdu language. After completing this course, students will be able to read and enjoy Urdu classics and critical academic texts related to various disciplines i.e. old tales, short stories, essays, history, satire, criticism, politics, current issues etc. along with effective speaking skills suited to active interaction in the speech community and a more advanced academic discussion for undergraduate and graduate students. Students will develop an in-depth understanding of South Asian society and culture as well. This course will prepare students to take MDES GU4635 Readings in Urdu Literature I.

• Department: Middle Eastern, South Asian and African Studies
• TR 6:10 p.m.-8 p.m.
• Instructor: Aftab Ahmad
  CULPA: 12 Info
• 4 points

FOUCAULT AND THE ARTS

Michel Foucault was a great historian and critic who helped change the ways research and criticism are done today – a new ‘archivist’. At the same time, he was a philosopher. His research and criticism formed part of an attempt to work out a new picture of what it is to think, and think critically, in relation to Knowledge, Power, and Processes of Subjectivization. What was this picture of thought? How did the arts, in particular the visual arts, figure in it? How might they in turn give a new image of Foucault’s kind of critical thinking for us today? In this course, we explore these questions, in the company of Deleuze, Agamben, Rancière and others thinkers and in relation to questions of media, document and archive in the current ‘regime of information’. The Seminar is open to students in all disciplines concerned with these issues.

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

ANATOMY FOR PHYSICISTS & ENGR

ANATOMY FOR PHYSICIST & ENGR

Systemic approach to the study of the human body from a medical imaging point of view: skeletal, respiratory, cardiovascular, digestive, and urinary systems, breast and womens issues, head and neck, and central nervous system. Lectures are reinforced by examples from clinical two- and three-dimensional and functional imaging (CT, MRI, PET, SPECT, U/S, etc.).

• Department: Applied Physics and Applied Mathematics
• TR 4 p.m.-5:20 p.m.
• 3 points

CONVEX OPTIMIZATION FOR ENG

CONVEX OPTIMIZATION ELCT ENG

Theory of convex optimization; numerical algorithms; applications in circuits, communications, control, signal processing and power systems.

• Department: Electrical Engineering
• R 10:10 a.m.-12:40 p.m.
• Instructor: James Anderson
  h-index: 18 Info
• 3 points

CHILDREN'S RIGHTS ADVOCACY

This course is designed to introduce contemporary children’s rights issues and help students develop practical advocacy skills to protect and promote the rights of children. Students will explore case studies of advocacy campaigns addressing issues including juvenile justice, child labor, child marriage, the use of child soldiers, corporal punishment, migration and child refugees, female genital mutilation, and LBGT issues affecting children. Over the course of the semester, students will become familiar with international children’s rights standards, as well as a variety of advocacy strategies and avenues, including use of the media, litigation, and advocacy with UN, legislative bodies, and the private sector. Written assignments will focus on practical advocacy tools, including advocacy letters, op-eds, submissions to UN mechanisms or treaty bodies, and the development of an overarching advocacy strategy, including the identification of goals and objectives, and appropriate advocacy targets and tactics.

• Department: Institute for Study of Human Rights
• F 2:10 p.m.-4 p.m.
• 3 points

BUSINESS ANALYTICS

This course focuses on how to identify, evaluate, and capture business analytic opportunities that create value. The course covers basic analytic methods alongside case studies on organizations that successfully deployed these techniques. The first part of the course is on using data to develop insights and predictive capabilities with machine learning techniques. The second part focuses on the use of A/B testing, causal inference, ethics, and optimization to support decision-making.

• Department: Industrial Engineering and Operations Research
• TR 11:30 a.m.-12:45 p.m.
• None None-None
• Instructor: Uday Menon
  Info
• 3 points

Building Climate Justice: Co-Creative Co

BUILDING CLIMATE JUSTICE

This course will educate students and support effective coastal resilience planning and climate justice through social and data science learning and data acquisition and analysis, making use of emerging technologies and best practices for collaboration with environmental and climate justice practitioners.  

Instruction is provided in two areas: i. Climate adaptation planning & climate justice; and, ii. Data science: acquisition, analysis and visualization. Students and  instructors will work with participating community-based climate and environmental justice organizations to collect and analyze biological, geographic and socio-economic data  relevant to local resilience needs. Once this data has been acquired or generated and quality-assured, the students and community partner organizations will prepare it for presentation to federal, state and local planning officials, to help ensure that the resilience goals and related concerns identified by our community partners will be fully reflected in future planning by those officials.  

Upon completion of the course, students will better understand the challenges involved in creating and implementing collaborative, data-informed, multi-stakeholder plans for coastal resilience and ecosystem restoration in today’s increasingly climate-disrupted world. Successful completion of this course will partially fulfill the
Analysis and Solutions to Complex Problems
coursework requirement within the Undergraduate Major in Sustainable Development.

• Department: Earth Institute
• M 1:10 p.m.-3:25 p.m.
• 4 points

Polymers for Sustainability

Polymer Sustainability

Focuses on sustainability aspects of polymers. Emphasizes polymers at end of life, including recycling processes. Examines how polymers generate micro- and nanoplastics during use and after environmental disposal. Highlights the role of data science and ML in understanding and addressing these issues. Focuses on polymer life cycle with emphasis on underlying scientific principles.

• Department: Chemical Engineering
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Sanat Kumar
  CULPA: 4 h-index: 79 Info
• 3 points

Indigenous Worlds in Early Latin America

This seminar deals with the presence of indigenous peoples in Latin American colonial societies and aims to analyze indigenous responses to conquest and colonization. How did indigenous people see themselves and interact with other groups? What roles did they play in shaping Latin American societies? What spaces were they able to create for themselves? These and similar questions will guide our discussion through the semester. Every week, we will read documents written by the indigenous people themselves, as well as academic studies of their cultures and societies. The course will offer a survey of the main indigenous groups; however, the case studies are by necessity just a selection. The seminar is conceived for students interested in race and ethnic relations and in the mechanisms of colonization and responses to it, as seen through the lenses of Latin America, between the 16th and the 18th centuries.

• Department: History
• R 2:10 p.m.-4 p.m.
• Instructor: Caterina Pizzigoni
  CULPA: 24 Info
• 4 points

Polymer Chemistry for Sustainable Soluti

Polym Chem Sus

This course serves as a guide to the field of macromolecular materials chemistry, with a strong focus on the synthesis and design of polymers for tackling outstanding issues in polymer sustainability. The course will cover fundamental topics in polymerization techniques: step growth, conventional chain growth, ionic, controlled radical polymerizations, and ring opening polymerizations. As this course is primarily intended for engineers, great emphasis is placed on common, practical approaches to polymer synthesis and developing structure-property relationships. Fundamental topics will be expanded on using literature examples to demonstrate their applications in polymer sustainability.

• Department: Chemical Engineering
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Neil D Dolinski
  Info
• 3 points

Naturalistic Person Perception

This course examines the psychological mechanisms that support naturalistic person perception—how people extract meaning from faces, voices, bodies, speech, and behavior to infer any number of characteristics about others, including their personality traits, emotions, mental states, or social group memberships. We will examine not only how these processes are driven by complex social cues but also how these processes are shaped by higher-order cognition—such as stereotypes, motivations, cultural learning, and social context. Moving beyond traditional laboratory tasks, the course will routinely engage with emerging approaches that study person perception in more naturalistic and high-dimensional ways. We will consider how perceptions and inferences about other people unfold over time during ongoing encounters and conversations, how perceivers integrate diverse cues into multidimensional representations of other people, and how these representations are studied using modern tools such as computational modeling, natural language processing, and deep learning models. Across the semester, we will span multiple levels of analysis—from perceptual and neural mechanisms to interpersonal outcomes—considering how person perception shapes phenomena such as interpersonal relationships, social decision-making, stereotyping and bias, and the formation of lasting impressions.

• Department: Psychology
• W 2:10 p.m.-4 p.m.
• Instructor: Jon B Freeman
  Wikipedia Info
• 4 points

Introduction to Geographical Information

Introduction to GIS

Geographic information systems (GIS) are powerful tools for analyzing fundamental geographic questions. GIS involves generating, linking, manipulating, and analyzing different sorts of spatial data; creating outputs commonly visualized as two- and sometimes three- dimensional maps. This course will cover major topics in GIS with applications for the broad field of biology and natural sciences, using QGIS and R. The goal of this course is to teach students a level of GIS proficiency such that they will be self-sufficient in their further learning and use of GIS.

• Department: Ecology, Evolution, and Environmental Biology
• W 12:10 p.m.-2 p.m.
• Instructor: Rafael Guimaraes Ramos
  Info
• 3 points

THE DIRECTION OF TIME

A survey of the various attempts to reconcile the macroscopic directionality of time with the time-reversibility of the fundamental laws of physics. The second law of thermodynamics and the concept of entropy, statistical mechanics, cosmological problems, the problems of memory, the possibility of multiple time direction.

• Department: Philosophy
• M 6:10 p.m.-8 p.m.
• Instructor: David Albert
  CULPA: 32 Wikipedia h-index: 40 Info
• 3 points

Resistance and Repair

In a time of increasing distress and unrest, how do we choose between resistance and repair?

We are living in an age of endless duress and destabilization in which threats to our security, sanity and relationships are proliferating daily. Whether it’s a hostile political climate, a fraying economy, or precarious interpersonal relationships, people increasingly find themselves thrust into circumstances that are traumatic, disruptive, and destructive. And while every era has its own crises, today’s climate is unique for the profound despair it generates, a despair which leads people to feel there is no way to survive without disconnecting – from themselves, their objects, or their institutions – entirely.

In this course, we’ll work at the intersection of critical theory and contemporary psychoanalysis to inquire into the relationship between resistance and repair. Although the phrase “rupture and repair” is a mainstay of psychological discourse, in recent years, the pressure of fraying social conditions has prompted thinkers to ask whether resistance is the more appropriate response to the harm we experience.

In queer theory, many writers have approached this problem from the perspective of the “antisocial” thesis, which argues that often the most revolutionary thing we can do is detach from the promise of repair completely. But while these calls to detach and disconnect are popular within critical and queer theory, they are categorically at odds with how the dominant psychological understanding of the individual as a being who craves intimacy, requires attachment, and desires connection. Not only do the foundational works of modern psychology see recognition as central to survival and health, but they also view detachment, passivity, and disconnection as dangerous and self-defeating.

How do we reconcile political calls for resistance with psychological calls for repair?

This course examines the complex relationship between resistance and repair by familiarizing students with the clinical and theoretical concepts at the core of contemporary critical and clinical theory. We will focus specifically on the topics of: sexuality, perversion, trauma, identity, relationality, narcissism, gender and attachment in order to explore how these concepts work today. Delving into theoretical writing by Foucault, Preciado, Berlant, Halberstam, as well as clinical writing by major psychoanalysts, Freud, Laplanche, Loewald, Lacan, Laplanc

• Department: Comparative Literature and Society, Institute for
• W 10:10 a.m.-noon
• Instructor: Gila Ashtor
  Info
• 4 points

Theory from the South

Typically, a course in social theory or political philosophy might be taught with two different emphases—as intellectual history, or as a theoretical tradition. In the first approach canonical texts are examined in relation to their political, social, economic and cultural contexts. In the second approach “classic” texts are systematically compared to one another to show both similarities and differences in their approach, and to place them in some developmental sequence. In either case, the textual corpus tends to focus on the historical experiences of the North Atlantic as both normative and universal.

Instead, this seminar focuses not merely on the placement of social theory in global contexts but rather, has as its explicit focus texts generated by thinkers who seek to theorize the geohistorical complexities of modern worldmaking through social forms and lifeworlds that stand askew to dominant approaches to the study of capitalist modernity. The South is conceived here as a set of relations and not as a place, less as a geographical location than a heuristic tool that might reorient discussion on fundamental questions about equality and difference, politics and personhood as these have taken shape as world historical questions of our time.

The seminar is particularly interested in the interface between subaltern and minority pasts as these confront material contexts of resource extraction and labor exploitation, and the distinctive manner by which embodied difference intersects social inequality. That is, we will think about the relationship between historical identities and their material substrate. Broadly speaking, the seminar will bring into conversation work generated in the Americas, especially African American scholarship that engages questions of slavery and subjectivity, black vitality, and Afropessimism together with approaches addressing problems of anticolonial politics, postcolonial sovereignty, ideas of Islamic universality, and global Marxisms. That is, we seek to direct the energies of social thought toward questions of translation, alterity, and historical comparison. A broad familiarity with colonial histories, anticolonial thought, and/or with canonical texts of social theory would be helpful, but not necessary.

The seminar will focus on key concepts such as anticolonial thought; racial capitalism, primitive accumulation; caste-race comparison; political aesthetics; and left and right populism. Readings for the seminar will include a mix of r

• Department: Comparative Literature and Society, Institute for
• W 4:10 p.m.-6 p.m.
• Instructor: Anupama Rao
  CULPA: 28 Info
• 4 points

SOCIAL FACTORS & PSYCHOPATHLGY

Prerequisites: the instructors permission. Reviews and integrates current research on the role of social factors in psychopathology. The immediate and long-term effects of chronic and traumatic stressors originating outside the family (e.g. natural disasters, chronic poverty) and inside the family (e.g. family violence, divorce, parental psychopathology) on psychopathology.

• Department: Psychology
• W 4:10 p.m.-6 p.m.
• Instructor: Angelina Davis-Lipman
  Info
• 3 points

PRINCIPLES OF GENOMIC TECHNOL

Chemical and physical aspects of genome structure and organization, genetic information flow from DNA to RNA to Protein. Nucleic acid hybridization and sequence complexity of DNA and RNA. Genome mapping and sequencing methods. The engineering of DNA polymerase for DNA sequencing and polymerase chain reaction. Fluorescent DNA sequencing and high-throughput DNA sequencer development. Construction of gene chip and micro array for gene expression analysis. Technology and biochemical approach for functional genomics analysis. Gene discovery and genetics database search method. The application of genetic database for new therapeutics discovery.

• Department: Chemical Engineering
• M 5:40 p.m.-8:25 p.m.
• Instructor: Jingyue Ju
  h-index: 77 Info
• 3 points

INTRO TO FINANCIAL ENGINEERING

Prerequisite(s): IEOR E4106 or E3106. Required for undergraduate students majoring in OR:FE. Introduction to investment and financial instruments via portfolio theory and derivative securities, using basic operations research/engineering methodology. Portfolio theory, arbitrage; Markowitz model, market equilibrium, and the capital asset pricing model. General models for asset price fluctuations in discrete and continuous time. Elementary introduction to Brownian motion and geometric Brownian motion. Option theory; Black-Scholes equation and call option formula. Computational methods such as Monte Carlo simulation.

• Department: Industrial Engineering and Operations Research
• MW 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Xunyu Zhou
  h-index: 54 Info
• 3 points

MATH & STATS FOR POLI SCI

This course presents basic mathematical and statistical concepts that are essential for formal and quantitative analysis in political science research. It prepares students for the graduate-level sequence on formal models and quantitative political methodology offered in the department. The first half of the course will cover basic mathematics, such as calculus and linear algebra. The second half of the course will focus on probability theory and statistics. We will rigorously cover the topics that are directly relevant to formal and quantitative analysis in political science such that students can build both intuitions and technical skills. There is no prerequisite since this course is ordinarily taken by Ph.D. students in their first semester. The course is aimed for both students with little exposure to mathematics and those who have taken some courses but wish to gain a more solid foundation.

NOTE: This course does not satisfy the Political Science Major/Concentration research methods requirement.

• Department: Political Science
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Benjamin K Goodrich
  Info
• 4 points

ARTIFICIAL INTELLIGENCE

Prior knowledge of Python is recommended. Provides a broad understanding of the basic techniques for building intelligent computer systems. Topics include state-space problem representations, problem reduction and and-or graphs, game playing and heuristic search, predicate calculus, and resolution theorem proving, AI systems and languages for knowledge representation, machine learning and concept formation and other topics such as natural language processing may be included as time permits.

• Department: Computer Science
• TR 10:10 a.m.-11:25 a.m.
• TR 11:40 a.m.-12:55 p.m.
• TR 7:10 p.m.-8:25 p.m.
• F 10:10 a.m.-12:40 p.m.
• None None-None
• Instructor: Ansaf Salleb-Aouissi
  CULPA: 21 h-index: 16 Info
• 3 points

ARTIFICIAL INTELLIGENCE

Prior knowledge of Python is recommended. Provides a broad understanding of the basic techniques for building intelligent computer systems. Topics include state-space problem representations, problem reduction and and-or graphs, game playing and heuristic search, predicate calculus, and resolution theorem proving, AI systems and languages for knowledge representation, machine learning and concept formation and other topics such as natural language processing may be included as time permits.

• Department: Video Network
• Instructor: Ansaf Salleb-Aouissi
  CULPA: 21 h-index: 16 Info
• 3 points

STOCHASTIC MODELS FOR FIN ENG

This graduate course is only for M.S. Program in Financial Engineering students, offered during the summer session. Review of elements of probability theory, Poisson processes, exponential distribution, renewal theory, Wald’s equation. Introduction to discrete-time Markov chains and applications to queueing theory, inventory models, branching processes.

• Department: Industrial Engineering and Operations Research
• MW 8:40 a.m.-9:55 a.m.
• Instructor: David D Yao
  CULPA: 5 Info
• 3 points

MATH & STATS FOR POLI SCI-DISC

This is the required discussion section for 
POLS GU4700.

• Department: Political Science
• F 1:10 p.m.-2 p.m.
• F 12:10 p.m.-1 p.m.
• Instructor: Can Ay
  Info
• 0 points

PHOTO BOOK

This class has no prerequisites, however those who have taken Intro Darkroom or Intro Digital will find additional linkages. You will have access to Adobe Creative Cloud, Printing, and Camera equipment during the semester. Your final project will be exhibited at the End of Semester Visual Arts Show.

 

This course will explore the photobook as a central medium of contemporary lens-based practice. Students are exposed to a variety of approaches and viewpoints through historical lectures, class trips, and presentations by guest photographers, curators, critics, editors, graphic designers, etc. Each student will propose, develop, and produce editioned books during this course. Over the last decade, a significant change in the circulation of the photographic image has been the rise of the “photo book” as designed art object. Artists such as Dayanita Singh in India, publishers such as Steidl and Taschen, organizations such as Penumbra and Aperture, and events such as Paris Photo and NY Art Book Fair have all entered this vibrant space. At the same time, novelists such as Teju Cole and photographers such as Gauri Gill produce books that weave text and image in a new way. This course requires reading, research, photography, and book design culminating in an end of semester show.

• Department: Visual Arts
• MW 10:10 a.m.-12:40 p.m.
• Instructor: Delphine A Fawundu
  Wikipedia Info
• 3 points

NATURAL LANGUAGE PROCESSING

Computational approaches to the analysis, understanding, and generation of natural language text at scale. Emphasis on machine learning techniques for NLP, including deep learning and large language models. Applications may include information extraction, sentiment analysis, question answering, summarization, machine translation, and conversational AI. Discussion of datasets, benchmarking and evaluation, interpretability, and ethical considerations.
Due to significant overlap in content, only one of COMS 4705 or Barnard COMS 3705BC may be taken for credit.

• Department: Computer Science
• MW 2:40 p.m.-3:55 p.m.
• T 7 p.m.-9:30 p.m.
• None None-None
• Instructor: John Hewitt
  Info
• Instructor: Andrei A Simion
  Info
• Instructor: John Hewitt
  Info
• 3 points

FOUNDATIONS FR FINANCIAL ENGIN

This graduate course is only for M.S. Program in Financial Engineering students, offered during the summer session. Discrete-time models of equity, bond, credit, and foreign-exchange markets. Introduction to derivative markets. Pricing and hedging of derivative securities. Complete and incomplete markets. Introduction to portfolio optimization and the capital asset pricing model.

• Department: Industrial Engineering and Operations Research
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Wenpin Tang
  h-index: 6 Info
• 3 points

RAD INSTRUMENT/MEASUREMENT LAB

Lab fee: $50. Theory and use of alpha, beta, gamma, and X-ray detectors and associated electronics for counting, energy spectroscopy, and dosimetry; radiation safety; counting statistics and error propagation; mechanisms of radiation emission and interaction. (Topic coverage may be revised.)

• Department: Applied Physics and Applied Mathematics
• M 3 p.m.-5 p.m.
• 3 points

ADVANCED PERSIAN I

While helping students advance their levels of oral and written expression, this course focuses on literature of the modern and medieval periods, with particular emphasis on the development of the modern novella and traditional and new forms of poetry. In addition to literature, students are introduced to a wide variety of genres from political and cultural essays and blogs to newspaper translations of the early 20th century. They will be further exposed to ta´rof in reference to a wide variety of socio-cultural contexts and be expected to use ta´rof in class conversations. Students will be exposed to popular artists and their works and satirical websites for insight into contemporary Iranian culture and politics. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• MW 2:10 p.m.-4 p.m.
• Instructor: Saeed Honarmand
  Info
• 3 points

MORPHOGENESIS:BIOL MAT SHP/STR

Introduction to how shape and structure are generated in biological materials using engineering approach emphasizing application of fundamental physical concepts to a diverse set of problems. Mechanisms of pattern formation, self-assembly, and self-organization in biological materials, including intracellular structures, cells, tissues, and developing embryos. Structure, mechanical properties, and dynamic behavior of these materials. Discussion of experimental approaches and modeling. Course uses textbook materials as well as collection of research papers.

• Department: Mechanical Engineering
• R 1:10 p.m.-3:40 p.m.
• 3 points

PRINC OF QUANT POL RESEARCH 1

This course examines the basic methods of data analysis and statistics, through multivariate regression analysis, that political scientists use in quantitative research that attempts to make causal inferences about how the political world works. The same methods apply to other kinds of problems about cause and effect relationships more generally. The course will provide students with extensive experience in analyzing data and in writing (and thus reading) research papers about testable theories and hypotheses.

• Department: Political Science
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Robert Y Shapiro
  CULPA: 4 Wikipedia Info
• 4 points

ADVANCED LITERARY TIBETAN I

This course develops greater proficiency in literary/classical Tibetan, which is the formal language used in all Tibetan publications and foundational to regional dialects. Students engage with diverse genres of writing, including ancient Buddhist canonical and Tibetan historical works, to support their academic research.

• Department: East Asian Languages and Cultures
• TR 1:10 p.m.-3 p.m.
• Instructor: Sonam Tsering
  Info
• 4 points

GLOBAL CAPITAL MARKETS

• Department: Industrial Engineering and Operations Research
• M 6 p.m.-8:30 p.m.
• Instructor: Siddhartha Ghosh Dastidar
  CULPA: 2 Info
• 3 points

PRINC OF QUANT POL RESEARCH 1-DISC

PRINC OF QUANT POL RES 1-

This is the required discussion section for 
POLS GU4710.

• Department: Political Science
• R 1:10 p.m.-2 p.m.
• T 1:10 p.m.-2 p.m.
• F 12:10 p.m.-1 p.m.
• F 1:10 p.m.-2 p.m.
• Instructor: Yaowensong Song
  Info
• 0 points

ORIENTALISM/HIST OF OTHER

This course will examine some of the problems inherent in Western historical writing on non-European cultures, as well as broad questions of what itmeans to write history across cultures. The course will touch on therelationship between knowledge and power, given that much of the knowledge we will be considering was produced at a time of the expansion of Western power over the rest of the world. By comparing some of the others which European historians constructed in the different non-western societies they depicted, and the ways other societies dealt with alterity and self, we may be able to derive a better sense of how the Western sense of self was constructed. Group(s): C Field(s): ME

• Department: History
• W 4:10 p.m.-6 p.m.
• Instructor: Marwa Elshakry
  CULPA: 2 Info
• 4 points

Topics in Moral Psychology

Intensive study of a particular topic in Moral Psychology.

• Department: Philosophy @Barnard
• W 4:10 p.m.-6 p.m.
• Instructor: Francey Russell
  CULPA: 2 Info
• 3 points

Machine Learning for Signals, Informatio

ML FOR SIG, INF

• Department: Electrical Engineering
• W 10:10 a.m.-12:40 p.m.
• Instructor: John W Paisley
  CULPA: 1 Info
• 3 points

QUANT METH 1 APPL REG CAUS INF

Fitting and understanding linear regression and generalized linear models, simulation, causal inference, and the basics of design of quantitative studies. Computation in R. Textbook: Regression and Other Stories by Gelman, Hill, and Vehtari.

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

QUANTITATIVE METHODS 1 DISCUSSION

QUANT METH 1 DISCUSSION

This is the required discussion section for 
POLS GU4720.

• Department: Political Science
• T 3:10 p.m.-4 p.m.
• T 4:10 p.m.-5 p.m.
• Instructor: Naveen Anupoju
  Info
• 0 points

Medieval Art, Craft, Science

This bridge seminar investigates the history of science through the study of artworks and monuments and the materials and techniques of their manufacture. Because the course’s method hinges on the marriage of theory and practice, in addition to discussions in the seminar room, several sessions will take the form of workshops with artisans and conservators (e.g. stonemasons, illuminators, gardeners), or “laboratory meetings” where students will conduct their own hands-on experiments with materials as part of Professor Pamela Smith’s
Making and Knowing
Project. Topics to be explored include but are not limited to: metallurgy and cosmogeny, paint pigments and pharmacology, microarchitecture and agriculture, masonry and geology, manuscripts and husbandry, and gynecology and Mariology. Discussion and lab experiments enhanced thanks to the service and experience of Naomi Rosenkranz, Associate Director, The Center for Science and Society, The Making and Knowing Project.

• Department: Art History and Archaeology
• W 10:10 a.m.-noon
• Instructor: Gregory Bryda
  CULPA: 7 h-index: 1 Info
• 4 points

TOPICS IN QUANTATIVE FINANCE

AI Investment Mgmt

The course examines how large language models are transforming investment management practice. It opens with a grounding in core AI techniques (prompting strategies, Retrieval-Augmented Generation, and agentic frameworks) before mapping these onto institutional investment and wealth management workflows.
The bulk of the course explores specific applications: extracting and monitoring risk factors from equity data and unstructured text using AI, building real-time news monitoring systems that score sentiment and flag portfolio-relevant events, and using LLMs to generate stress-test scenarios. Later sessions cover multi-agent systems for automated research and trading, including agent roles, guardrails, and human oversight, and how these techniques can enhance classical portfolio construction methods (risk parity, mean-variance optimization, Black-Litterman). The course includes guest lectures by industry practitioners discussing the industry's AI adoption trends.

• Department: Industrial Engineering and Operations Research
• T 7:10 p.m.-9:40 p.m.
• Instructor: Cyril Shmatov
  Info
• 1.5 points

QUANT METH 3 EXPERIMENTAL METH

In this course, we will discuss the logic of experimentation, its strengths and weaknesses compared to other methodologies, and the ways in which experimentation has been — and could be — used to investigate social phenomena. Students will learn how to interpret, design, and execute experiments. Special attention will be devoted to field experiments, or randomized trials conducted in real-world settings.
 

Prerequisites: Students should have taken at least one or two semesters of statistics. Some understanding of probability, hypothesis testing, and regression are assumed. Familiarity with statistical software such as R is helpful. We will be working with data in class throughout the term. The examples used in the textbook and lectures are written in R, and R tutorials will be taught in special sessions early in the term.

• Department: Political Science
• TR 5:40 p.m.-6:55 p.m.
• Instructor: Donald P Green
  CULPA: 2 h-index: 87 Info
• 4 points

Global Latin America

Within the Global North social-science mainstream, Latin America (like other parts of the Global South) has often been conceptualized as a region of analytical interest due to its complex
internal
dynamics (relating, for example, to recurring authoritarian rule, democratization, transitional justice, “modernization” and economic development, and social mobilization). Yet until recently, these have infrequently been conceptualized as
global
processes in which Latin America plays a substantive role. To be sure, various
external
forces—namely, colonialism, imperialism, interventionism, and their legacies—are of course widely understood to have shaped Latin American in myriad ways. However, the notions that Latin America exercises agency (or at least matters) in world affairs, is more than a generally passive recipient of global flows, and is meaningfully connected to other regions (including through migratory, political, economic, and cultural linkages), have only recently begun to resonate within the Northern academy.   

In contrast to the “methodological nationalism” (or “regionalism”) that has long characterized outside analysis of Latin America, this course foregrounds the region’s global embeddedness and world-making potential—as a protagonist in the generation, adaptation, and diffusion of diverse border-crossing flows, frameworks, and imaginaries. These include: global discourses concerning modernity, postmodernity, liberalism, and postcolonialism; global understandings of race, class, gender, and the intersections between them; global policy frameworks related to human rights, democracy, and economic development; historical and contemporary globalizing relations with distant parts of the world, including the Middle East and Asia; and global alternatives to a world order based on exclusion, extractivism, and environmental degradation.     

Throughout, we will highlight the agency of state and non-state actors throughout “Latin America”—itself a homogenizing, Eurocentric label imposed from the outside—as constitutive forces in creating the world that we all inhabit, contributing to the problems that confront us, and helping to generate solutions. To do so, we will engage with a series of texts and materials produced by diversely situated interdisciplinary scholars, writers, artists, and political figures—many of them based in Latin America, an

• Department: Committee on Global Thought
• W 10:10 a.m.-noon
• Instructor: Kevin Funk
  h-index: 6 Info
• 4 points

Therapeutic Systems Design: Biomolecules

Povides a unique opportunity to explore the intersection of immunology and engineering, focusing on how these fields come together to drive innovations in biotechnology. Students will gain an understanding of the immune system and its components, along with emerging technologies in immunoengineering, such as vaccine design, immunotherapies, and advanced drug delivery systems. In addition to covering principles of modern molecular and cellular biology, the course emphasizes the practical application of engineering skills to analyze the immune system and create new therapeutic tools. Designed to prepare students for multidisciplinary collaboration, the course equips future engineers with the knowledge and skills needed to develop cutting-edge solutions in immunotherapy and beyond.

• Department: Chemical Engineering
• F 10:10 a.m.-12:55 p.m.
• Instructor: Asher Williams
  Info
• 3 points

QUANTITATIVE METHODS 3: DISCUSSION

QUANT METH 3-DISC

This is the required discussion section for 
POLS GU4724.

• Department: Political Science
• F 1:10 p.m.-2 p.m.
• F 3:10 p.m.-4 p.m.
• Instructor: Samuel Chan
  Info
• 0 points

Deep Learning for Data Science

DEEP LEARNING FOR DS

Introductory course in deep learning covering core architectures (perceptrons, MLPs, CNNs, U-Nets, RNNs, transformers), training methods (supervised/adversarial loss, autoencoders, diffusion, RL), and key topics (regularization, optimization); includes hands-on implementation in PyTorch with coding, experiments, and paper reviews; students learn to design, build, train, and evaluate deep networks and engage with current research.

• Department: Computer Science
• M noon-2:30 p.m.
• Instructor: Djallel Bouneffouf
  Info
• 3 points

American Transcendentalism

The class is an intensive reading of the prose and poetry of Emerson, Thoreau, Whitman, Higginson and Emily Dickinson. Through detailed analysis of Emerson’s
Essays
we will try to understand his philosophy as an effort to radically reformulate traditional concepts of identity, thinking, and everyday living, and investigate the politics that guided his philosophical efforts, especially his stance on slavery and his activism against the Cherokee removals. But we will also be interested in his thinking on dreams, visions and mental transports and in order to ask how those experiences come to model his understanding of personal identity and bodily integrity. In Thoreau, we will look closely into ideas about the art of living and his theory of architecture, as well as quotidian practices of dwelling, eating or cooking, as ways to come to terms with one’s own life. We will pay special attention to Thoreau’s understanding of thinking as walking, as well as the question of space vs. time and we will spend a lot of time figuring his theory of living as mourning. With Whitman we will attend to his new poetics and investigate its relation to forms of American Democracy. We will also want to know how the Civil War affected Whitman’s poetics both in terms of its formal strategies and its content. Finally, we will try to understand how ideas and values of transcendentalist philosophy fashion poetry of Emily Dickinson both in its form and its content. We will thus be looking at Dickinson’s famous fascicles but also into such questions as loss, avian and vegetal life and the experience of the embodied more generally.

• Department: English and Comparative Literature
• M 2:10 p.m.-4 p.m.
• Instructor: Branka Arsic
  CULPA: 3 Wikipedia Info
• 4 points

TOPICS IN QUANTITATIVE FINANCE

ALTERNATIVE INVESTMENTS

The search for better performance has led investors to explore Alternative Investments that are outside the traditional categories of exchange traded equities, Treasury Bonds, and other
investment-grade fixed income products. The field of Alternative Investments covers a wide range of products such as convertible bonds, Preferred Shares, Hedge Funds, Venture Capital, and
Cryptocurrencies. There is a growing need in the market for students with knowledge of these products and the practical and theoretical know how of valuing and risk managing these investments given that each product has it own nuances and anomalies. This course presents and studies some major Alternative Investment products and ways to evaluate and risk manage them.

• Department: Industrial Engineering and Operations Research
• R 1:10 p.m.-3:40 p.m.
• Instructor: Khosrow Dehnad
  CULPA: 2 Info
• 1.5 points

Machine Learning & AI for the Social Sci

Machine Learning & AI Soc

This course serves as a modern, applied introduction to machine learning. Students will learn how to evaluate machine learning models and learn specific methods in supervised and unsupervised learning, including regression, ensembles, and neural networks. Other frontier topics with social science relevance will be presented. Topics will be of interest to researchers who are interested in prediction, causal inference, text analysis, and more. Students may use Python, R, or any coding
language that requires only free software. Lectures and lecture notes will only include Python. Students should have prior experience with regression models, be comfortable with matrix algebra notation, and have experience with basic coding (R or Python, ideally).

Learning goals:
• Understand common machine learning models and be able to implement them.
• Gain familiarity with the use of machine learning models in modern social science research.
• Be able to identify research settings where different models might be appropriate.
• Be able to read and interpret technical research papers, extracting the key methodological
choices, assumptions, and results.

• Department: Political Science
• MW 8:40 a.m.-9:55 a.m.
• Instructor: Alexander Clark
  Info
• 4 points

Machine Learning & AI for Social Science

Mach Lrng & AI for Soc Sc

Discussion section for POLS GU4728

• Department: Political Science
• R 4:10 p.m.-5 p.m.
• R 5:10 p.m.-6 p.m.
• Instructor: Sirine S Kadi
  Info
• 0 points

Computer Vision I: First Principles

Introductory course in computer vision. Topics include image formation and optics, image sensing, binary images, image processing and filtering, edge extraction and boundary detection, region growing and segmentation, pattern classification methods, brightness and reflectance, shape from shading and photometric stereo, texture, binocular stereo, optical flow and motion, 2D and 3D object representation, object recognition, vision systems and applications.

• Department: Computer Science
• TR 10:10 a.m.-11:25 a.m.
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Shree K Nayar
  CULPA: 12 Wikipedia Info
• 3 points

RESEARCH TOPICS IN GAME THEORY

Prerequisites: POLS W4730 or the instructors permission. Advanced topics in game theory will cover the study of repeated games, games of incomplete information and principal-agent models with applications in the fields of voting, bargaining, lobbying and violent conflict. Results from the study of social choice theory, mechanism design and auction theory will also be treated. The course will concentrate on mathematical techniques for constructing and solving games. Students will be required to develop a topic relating political science and game theory and to write a formal research paper.

• Department: Political Science
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Carlo Prato
  h-index: 11 Info
• 4 points

COMPUTATIONAL ASPECTS OF ROBOTICS

COMPUTATNL ASPECTS OF ROB

Introduction to fundamental problems and algorithms in robotics. Topics include configuration spaces, motion and sensor models, search and sampling-based planning, state estimation, localization and mapping, perception, and learning.

• Department: Computer Science
• F 1:10 p.m.-3:40 p.m.
• Instructor: Tony B Dear
  CULPA: 17 Info
• 3 points