STAT COMP & INTRO DATA SCIENCE
Prerequisites: STAT GU4204 and GU4205 or the equivalent. Introduction to programming in the R statistical package: functions, objects, data structures, flow control, input and output, debugging, logical design, and abstraction. Writing code for numerical and graphical statistical analyses. Writing maintainable code and testing, stochastic simulations, paralleizing data analyses, and working with large data sets. Examples from data science will be used for demonstration.
- Department: Summer Session (SUMM)
- 3 points
THIRD YEAR ARABIC I
Prerequisites: MDES UN1214-UN1215, or the equivalent $15.00= Language Resource Fee, $10.00 = Materials Fee Improvement of writing and speaking skills through compositions, class discussions, and presentations in Arabic on topics such as areas and cultures of the Middle East; classical and modern Arabic literature; and current, authentic materials available from Middle Eastern sources. Review of grammatical and syntactic rules as needed.
- Department: Summer Session (SUMM)
- MTWRF 9 a.m.-1 p.m.
-
Instructor:
Rym Bettaieb
CULPA: 7
Info
- 5 points
THIRD YEAR ARABIC II
Prerequisites: MDES UN1214-UN1215, or the equivalent. $15.00= Language Resource Fee, $10.00 = Materials Fee The continuation of S4210, above.
- Department: Summer Session (SUMM)
- MTWRF 9 a.m.-1 p.m.
-
Instructor:
Youssef Nouhi
CULPA: 7
Info
- 5 points
Hollywood in China
The seminar zero in on the relationship between Hollywood and the Chinese film industry as a case study to tease out a cluster of issues concerning the politics, economy, and culture of transnational entertainment and media practices. The course aims to introduce students to foundational texts as well as the most updated research topics and approaches concerning Chinese cinema and media. Seminar participants are encouraged to utilize the research tools learned in the class to explore their own research topics and facilitate their own research projects.
- Department: Summer Session (SUMM)
- 3 points
CONTEMPORARY GLOBAL DOCUMENTAR
Documentaries are proliferating with increasing intensity around the world. They circulate as market commodities, forms of entertainment, and vehicles for social change. In this class we will compare different national and regional contexts of contemporary documentary, including projects created within the media industries of China, Cambodia, Chechnya, Ukraine, Nigeria, and India. We will also examine the presence of “the global” within the United States, which involves exploring questions of immigration, border-crossing, and transnational co-production. Crucial to our course will be the close analysis of how documentaries actively address civil rights struggles, oppressive government regimes, cultural trends, environmental crises, and progressive social movements to create more inclusive, equitable communities. So, too, will we examine emerging technologies (AI, virtual and augmented reality), star-studded film festivals, and the reach and impact of mega studios such as Netflix and Wanda. Guest speakers (scholars, filmmakers, programmers) working in the field will enrich our class discussions. Site visits will offer the opportunity to engage with documentary through the cultural offerings of the city. This course fulfills the Global Core requirement.
- Department: Summer Session (SUMM)
- 3 points
NGOS&THE HUMAN RIGHTS MOVEMENT
The human rights movement is one of the most successful social justice movements of our time, establishing universal principles that govern how states should treat citizens and non-citizens. The movement strengthens, and is strengthened by, a complex web of institutions, laws, and norms that constitute a functioning global system that builds on itself progressively, animated by strong NGOs. The course will address the evolution of the international human rights movement and on the NGOs that drive the movement on the international, regional and domestic levels. Sessions will highlight the experiences of major human rights NGOs and will address topics including strategy development, institutional representation, research methodologies, partnerships, networks, venues of engagement, campaigning, fundraising and, perhaps most importantly, the fraught and complex debates about adaptation to changing global circumstances.
- Department: Summer Session (SUMM)
- 3 points
THE NEW YORK THEATRE EVENT
This course examines the rich legacy of theater in New York, from Broadway to Off- Broadway, encompassing the writers, directors, actors, institutions, and artists who laid the foundations of American theater and continue to shape the contemporary theatrical landscape. We will commence with an exploration of the roots of theater in NYC and how the city's growth is mirrored in the historic innovations of the art form. Each week will delve into theatrical forms and disciplines, examples of seminal texts, and current productions throughout the city. These investigations offer insights into the ways theater evolves into a quintessential New York event, guided by a producer who has shepherded award-winning shows from initial idea to Broadway for over three decades. Performances will include productions both on and off Broadway. Course fee covers tickets for up to 6 performances during the session. Shows for summer 2025 will be selected at the beginning of the course based on enrollment (shows currently under consideration include:
Pirates: The Penzance Musical, John Proctor is the Villain, The Jonathan Larson Project, Trophy Boys
, among others pending both availability and final course registration).
Please note: more Summer Theatre courses will be posted by the end of March
- Department: Summer Session (SUMM)
- MW 9 a.m.-12:10 p.m.
-
Instructor:
Christopher G Burney
CULPA: 2 Info - 3 points
INTERNATIONAL HUMAN RIGHTS LAW
This course introduces the fundamental concepts and problems of international human rights law. What are the origins of modern human rights law? What is the substance of this law, who is obligated by it, and how is it enforced? The course will cover the major international human rights treaties and mechanisms and consider some of today's most significant human rights issues and controversies. While the topics are necessarily law-related, the course will assume no prior exposure to legal studies.
- Department: Summer Session (SUMM)
- 3 points
Time Series Analysis
Prerequisites: STAT GU4205 or the equivalent. Prerequisites: STAT GU4205 or the equivalent. Least squares smoothing and prediction, linear systems, Fourier analysis, and spectral estimation. Impulse response and transfer function. Fourier series, the fast Fourier transform, autocorrelation function, and spectral density. Univariate Box-Jenkins modeling and forecasting. Emphasis on applications. Examples from the physical sciences, social sciences, and business. Computing is an integral part of the course.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
- 3 points
BAYESIAN STATISTICS
This course introduces the Bayesian paradigm for statistical inference. Topics covered include prior and posterior distributions: conjugate priors, informative and non-informative priors; one- and two-sample problems; models for normal data, models for binary data, Bayesian linear models; Bayesian computation: MCMC algorithms, the Gibbs sampler; hierarchical models; hypothesis testing, Bayes factors, model selection; use of statistical software.
Prerequisites: A course in the theory of statistical inference, such as STAT GU4204 a course in statistical modeling and data analysis, such as STAT GU4205.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
-
Instructor:
Casey Bradshaw
Info - 3 points
Machine Intelligence
This seminar will survey historical and modern developments in machine intelligence from fields
such as psychology, neuroscience, and computer science, and from approaches such as
cybernetics, artificial intelligence, machine learning, robotics, connectionism, neural networks,
and deep learning. The emphasis is on the conceptual understanding of topics. The course does
not include, nor require a background in, computer programming and statistics. The overall goal
is for students to become informed consumers of applications of artificial intelligence.
- Department: Summer Session (SUMM)
- MW 5:30 p.m.-8:40 p.m.
-
Instructor:
Trenton Jerde
h-index: 11 Info - 3 points
STATISTICAL MACHINE LEARNING
Prerequisites: STAT GU4206 The course will provide an introduction to Machine Learning and its core models and algorithms. The aim of the course is to provide students of statistics with detailed knowledge of how Machine Learning methods work and how statistical models can be brought to bear in computer systems - not only to analyze large data sets, but to let computers perform tasks that traditional methods of computer science are unable to address. Examples range from speech recognition and text analysis through bioinformatics and medical diagnosis. This course provides a first introduction to the statistical methods and mathematical concepts which make such technologies possible.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
-
Instructor:
Alex Pijyan
Info - 3 points
Human Rights and Populism
Human Rights & Populism
This seminar course explores the intersection of human rights and populism, examining how the rise of populist movements, leaders, and ideologies impact democratic institutions, global politics, and the protection of fundamental human rights. Through a multidisciplinary approach, the course evaluates the sociological, economic, and cultural factors driving populist surges, as well as their consequences for civic culture, governance, and international relations. Students will analyze the implications of populism for human rights in the context of migration, authoritarianism, freedom of speech, minorities, and challenges to international and regional courts and institutions. The course will investigate both left-wing and right-wing populist movements, considering the threat they pose to human rights, their pursuit of socio-economic rights through the redistribution of wealth, and how the human rights project could and is being rethought in light of these challenges and opportunities.
- Department: Summer Session (SUMM)
- 3 points
STATISTICAL METHODS FOR FINANCE
Prerequisites: STAT GU4204 and STAT GU4205 A fast-paced introduction to statistical methods used in quantitative finance. Financial applications and statistical methodologies are intertwined in all lectures. Topics include regression analysis and applications to the Capital Asset Pricing Model and multifactor pricing models, principal components and multivariate analysis, smoothing techniques and estimation of yield curves statistical methods for financial time series, value at risk, term structure models and fixed income research, and estimation and modeling of volatilities. Hands-on experience with financial data.
- Department: Summer Session (SUMM)
- TR 9 a.m.-12:10 p.m.
- 3 points
WRITING CHILDREN'S BOOKS
There are many misconceptions as to what makes an appealing story for children and how to get a story published. Many novice writers are simply relating an incident as opposed to creating a story. This course will show beginner and experienced writers how to mine their lives and imaginations for ideas and how to develop those ideas into children's stories-a step by step process from inspiration to finished manuscript for picture books, early readers, emerging readers and chapter books. Students will also learn the importance of reading their writing out loud-a process that helps both reader and listener develop a better ear for the story's pace, cadence and structure. Writing for children has become incredibly popular in the past fifteen years and publishing houses have been inundated with manuscripts. Many houses have ceased accepting unsolicited manuscripts all together. This course will disclose other avenues to getting your manuscript into the hands of agents and editors.
- Department: Summer Session (SUMM)
- TR 10 a.m.-1:10 p.m.
-
Instructor:
Peter Catalanotto
Wikipedia Info - 3 points
TRAVEL WRITING
How does the traveler become the travel writer? What makes good travel writing? Why does it matter today? This course examines and breaks down the very specific craft of travel writing. Simply because we like to travel, does it qualify us to write about it? Everywhere has been written about, so how do we find something fresh to say about… Paris, or even Patagonia? In this course, we both dispel, and prove, some of the myths of travel writing. Students learn to find an angle in order to uncover destinations anew and make them personal— it’s in the personal that the universal is revealed. From crafting a compelling lede and understanding the need for a strong “nut graph,” to knowing the value of dialogue in propelling the story forward, and then finding the ideal kicker to send the reader away satisfied, students dissect published stories and are sent out into “the field” (of New York City) to craft their own. Travel writing is more than, “I went here, I did this, I ate that.” From front-of-book and service pieces, to destination features, we discuss magazine and newspaper travel writing in depth, as well as touch on longer form travel writing. Finally, through exercises and assignments, students learn to craft a compelling pitch in order to approach editors.
- Department: Summer Session (SUMM)
- MW 5:30 p.m.-8:40 p.m.
-
Instructor:
Porter T Fox
Info - 3 points
WRITING THE YOUNG ADULT NOVEL
The Young Adult (YA) publishing boom has changed the way we read—and write—coming-of-age stories. This course will introduce students to the elements that shape YA novels, and explore the fiction writing techniques needed for long projects, including narrative arcs, character construction, worldbuilding, and scene work. We’ll study work from a wide range of YA genres and authors, including Angie Thomas, Elana K. Arnold, Leigh Bardugo, Jason Reynolds, A.S. King, Elizabeth Acevedo, and more.
Students will begin to write and outline their own YA novel, and a variety of in-class writing exercises will support the development of each project. All students will workshop their own writing and respond to the work of others. By the end of class, students will have a portfolio of materials to draw from, and a richer understanding of the YA landscape and its possibilities.
- Department: Summer Session (SUMM)
- TR 10 a.m.-1:10 p.m.
-
Instructor:
Emily K Austin
Info - 3 points
MISFITS AND MISANTHROPES
People like to be liked. And writers obsess about likability in fiction. But is it that important? What about visionaries, iconoclasts, stragglers, strangers, weirdos, and cringe-inducers? What happens when there is friction between a person and their surroundings? Between people? What if a character throws aside motivations to be liked and impulses to comply?
At its heart, this is a class focused on analyzing and crafting characters. We’ll look at loners and lonely hearts, articulate big mouths, and introverted self-imploders. We’ll observe their circumstances and question how their desires encourage them to think and act. Students will regularly respond to prompts and workshop their own writing.
Our discussions will consider what choices writers make to render, shape, define, and refine characters. We’ll take on craft-oriented concerns such as: How is dialogue used to differentiate characters? How does a writer demonstrate a character’s compassion, even if their attitude stinks? How do the story's events affect the reader’s understanding of character? What elements in the narrative change—or don’t—over time to signal to the reader that a character is developing?
Throughout, students will investigate how emerging writers move from maintaining characters’ status quo and progress to allowing characters to do the unexpected. With every question, we will advance our comprehension of building dynamic representations of people in the world, how they act out, and what it takes to fit in.
Readings may include:
Nights at the Circus
by Angela Carter,
Geek Love
by Katherine Dunn, “Speech Sounds” by Octavia Butler,
McGlue
by Ottessa Moshfegh,
True Grit
by Charles Portis,
Distant Star
by Roberto Bolaño,
Home Land
by Sam Lipsyte,
CivilWarLand in Bad Decline
by George Saunders, “Friday Black” by Nana Kwame Adje Brenya, “Emergency” by Denis Johnson, “Tall Tales from the Mekong Delta” by Kate Braverman, “Me and Miss Mandible” by Donald Barthelme,
The Book of Goose
by Yiyun Li,
Mezzanine
by Nicholson Baker,
Wittgenstein's Mistress
by David Markson,
No Longer Human
by Osamu Dazai
- Department: Summer Session (SUMM)
- TR 1:30 p.m.-4:40 p.m.
-
Instructor:
Franklin Winslow
Info - 3 points
CONSUMER CULTURE IN MOD EUROPE
The development of the modern culture of consumption, with particular attention to the formation of the woman consumer. Topics include commerce and the urban landscape, changing attitudes toward shopping and spending, feminine fashion and conspicuous consumption, and the birth of advertising. Examination of novels, fashion magazines, and advertising images.
- Department: Summer Session (SUMM)
- TR 9 a.m.-1 p.m.
-
Instructor:
Lisa Tiersten
CULPA: 45
Info
- 4 points
ADVANCED RUSSIAN I
Prerequisites: RUSS UN2101 and RUSS UN2102 or placement test $15.00= Language Resource Fee, $15.00 = Materials Fee , Curriculum evolves according to needs and interests of the students. Emphasis on conversation and composition, reading and discussion of selected texts and videotapes; oral reports required. Conducted entirely in Russian.
- Department: Summer Session (SUMM)
- MTWR 9 a.m.-1 p.m.
-
Instructor:
Marina Tsylina
Info - 4 points
ADVANCED RUSSIAN II
Prerequisites: RUSS GU4333 or placement test $15.00= Language Resource Fee, $15.00 = Materials Fee , Continuation of RUSS S4333H.
- Department: Summer Session (SUMM)
- MTWR 9 a.m.-1 p.m.
-
Instructor:
Irina Kogel
Info - 4 points
LABOR ECONOMICS
Prerequisites: ECON UN3211 and ECON UN3213. This course examines labor markets through the lens of economics. In broad terms, labor economics is the study of the exchange of labor services for wages—a category that takes in a wide range of topics. Our objective in this course is to lay the foundations for explaining labor market phenomena within an economic framework and subsequently apply this knowledge-structure to a select set of questions. Throughout this process we will discuss empirical research, which will highlight the power (as well as the limitations) of employing economic models to real-world problems. By the end of this course we will have the tools/intuition to adequately formulate and critically contest arguments concerning labor markets.
- Department: Summer Session (SUMM)
- 3 points
GAME THEORY
Prerequisites: ECON UN3211 and ECON UN3213. Equivalent to ECON UN4415. Introduction to the systematic treatment of game theory and its applications in economic analysis.
- Department: Summer Session (SUMM)
- 3 points
GAME THEORY
Prerequisites: ECON UN3211 and ECON UN3213. Equivalent to ECON UN4415. Introduction to the systematic treatment of game theory and its applications in economic analysis.
- Department: Summer Session (SUMM)
- 3 points
INTERNATIONAL TRADE
Prerequisites: ECON UN3211 and ECON UN3213. Equivalent to ECON UN4500. The theory of international trade, comparative advantage and the factor endowments explanation of trade, analysis of the theory and practice of commercial policy, economic integration. International mobility of capital and labor, the North-South debate.
- Department: Summer Session (SUMM)
- 3 points
PRINC OF QUANT POL RESEARCH 2
Prerequisites: POLS W4710 or the equivalent.
This course will
intensively
examine some of the data analysis methods which deal with problems occurring in the use of multiple regression analysis. It will stress computer applications and cover, as needed, data coding and data processing. Emphasis will also be placed on research design and
writing research reports
.
The course assumes that students are familiar with basic statistics, inference, and multiple regression analysis and have analyzed data using computer software (e.g., any standard statistical programs on micro-computers or larger machines -- Stata, “R”, SPSS, SAS, etc.). Students will be instructed on the use of the microcomputers and the R and Stata statistical software program(s) available as freeware (R) or in the CUIT computer labs (Stata; several campus locations) or through SIPA. The lectures and required discussion section will emphasize the use of “R.” Students may use whatever computer programs they prefer for all data analysis for the course. There may be an
additional fee
for classroom instructional materials.
- Department: Summer Session (SUMM)
-
Instructor:
Abdullah Aydogan
h-index: 4 Info - 4 points
PRINC OF QUANT POL RESEARCH 2-DISC
PRINC OF QUANT POL RES 2-
This is the required discussion section for
POLS GU4712.
- Department: Summer Session (SUMM)
- 0 points
HOW TO WRITE FUNNY
In this class we will consider the various forms and functions of humor in written prose, discussing techniques and approaches to humor writing. Students will write their own humorous stories and essays which we will read and discuss in class, focusing not only on what is or isn't funny, but on how humor can be advantageously used to increase the power of an overall piece. The class will also break down stories, novels, and essays from a variety of authors-Bill Hicks' political satire; the darkly comedic fiction of Barry Hannah and Paul Beatty; the absurd humor of Tina Fey and Baratunde Thurston; Anthony Lane's charming British snarkiness; Spy Magazine's sharply parodic voice; Woody Allen's one-liners; Lena Dunham's zeitgeist comedy-in an effort to better understand what makes their humor work. Students will be asked to write stories inspired and influenced by these authors. As we critique each other's work, we will investigate strategies related to the craft of humor writing, including self-deprecation, political satire, humor and the other, going blue, dark comedy, schtick, humor as a means vs. humor as an end, crossing the line, and how to write funny without sacrificing substance.
- Department: Summer Session (SUMM)
- MW 1:30 p.m.-4:40 p.m.
-
Instructor:
Patricia A Marx
Info - 3 points
GLOBAL ENERGY: SECURITY/GEOPOL
The course focuses on the nexus between energy and security as it reveals in the policies and interaction of leading energy producers and consumers. Topics include: Hydrocarbons and search for stability and security in the Persian Gulf, Caspian basin, Eurasia, Africa and Latin America; Russia as a global energy player; Analysis of the impact of Russia's invasion of Ukraine on energy markets, global security, and the future of the energy transition; Role of natural gas in the world energy balance and European energy security; Transformation of the global energy governance structure; Role and evolution of the OPEC; Introduction into energy economics; Dynamics and fundamentals of the global energy markets; IOCs vs NOCs; Resource nationalism, cartels, sanctions and embargoes; Asia's growing energy needs and its geo-economic and strategic implications; Nuclear energy and challenges to non-proliferation regime; Alternative and renewable sources of energy; Climate change as one of the central challenges of the 21st century; Analysis of the policies, technologies, financial systems and markets needed to achieve climate goals. Climate change and attempts of environmental regulation; Decarbonization trends, international carbon regimes and search for optimal models of sustainable development. Special focus on implications of the shale revolution and technological innovations on U.S. energy security.
- Department: Summer Session (SUMM)
-
Instructor:
Albert Bininachvili
CULPA: 6
Info
- 3 points
STRAT INTELLIGNC/POL DEC MAKNG
The interaction of intelligence and political decision-making in the U.S. other Western democracies, Russia and China. Peculiarities of intelligence in the Middle East (Israel, Iran, Pakistan). Intelligence analyzed both as a governmental institution and as a form of activity, with an emphasis on complex relations within the triangle of intelligence communities, national security organizations, and high-level political leadership. Stages and disciplines of intelligence process. Intelligence products and political decision-making. The function of intelligence considered against the backdrop of rapid evolution of information technologies, changing meaning of homeland security, and globalization. Particular emphasis on the role of intelligence in the prevention of terrorism and WMD proliferation.
- Department: Summer Session (SUMM)
-
Instructor:
Albert Bininachvili
CULPA: 6
Info
- 3 points
MICROECONOMICS SEMINAR
Prerequisites: ECON UN3211 and ECON UN3213 and ECON UN3412 Selected topics in microeconomics.
- Department: Summer Session (SUMM)
- 4 points
REVOL/RAD POLITICS-MARX-MAY'68
This seminar will expose students to classical texts in political theory relating to revolutionary action, political ethics and social militancy from the Communist Manifesto to 1968. The course will explore the idea of revolutionary ethics as conceived by Western and non-Western political philosophers and militants. The discussion will stress the connection between philosophers and revolutionary leaders and the transformation of the idea of radical politics through the dialogue between these two discourses (the philosophical and the militant) and the public reception of revolutionary events in the media and commemorative writings. Authors will be examined according to their historical context and their role in the tradition of political thought and the history of radical politics from 1848 to the mid-sixties. Students will be exposed to different discourses of political militancy and radical politics and to reflect on the ethical implications of the history of radical thought and action in comparative perspective.
- Department: Summer Session (SUMM)
- TR 1 p.m.-5 p.m.
-
Instructor:
Alheli Alvarado-Diaz
CULPA: 9
Info
- 4 points
DATA ANALYSIS WITH PYTHON
This course is meant to provide an introduction to regression and applied statistics for the social sciences, with a strong emphasis on utilizing the Python software language to perform the key tasks in the data analysis workflow. Topics to be covered include various data structures, basic descriptive statistics, regression models, multiple regression analysis, interactions, polynomials, Gauss-Markov assumptions and asymptotics, heteroskedasticity and diagnostics, data visualization, models for binary outcomes, models for ordered data, first difference analysis, factor analysis, and cluster analysis. Through a variety of lab assignments, students will be able to generate and interpret quantitative data in helpful and provocative ways. Only relatively basic mathematics skills are assumed, but some more advanced math will be introduced as needed. A previous introductory statistics course that includes linear regression is helpful, but not required.
- Department: Summer Session (SUMM)
- MW 9 a.m.-12:10 p.m.
-
Instructor:
Gregory M Eirich
CULPA: 1 Info - 3 points
NATURAL LANG PROCESSING SOCIAL SCIENCES
Social scientists need to engage with natural language processing (NLP) approaches that are found in computer science, engineering, AI, tech and in industry. This course will provide an overview of natural language processing as it is applied in a number of domains. The goal is to gain familiarity with a number of critical topics and techniques that use text as data, and then to see how those NLP techniques can be used to produce social science research and insights. This course will be hands-on, with several large-scale exercises. The course will start with an introduction to Python and associated key NLP packages and github. The course will then cover topics like language modeling; part of speech tagging; parsing; information extraction; tokenizing; topic modeling; machine translation; sentiment analysis; summarization; supervised machine learning; and hidden Markov models. Prerequisites are basic probability and statistics, basic linear algebra and calculus. The course will use Python, and so if students have programmed in at least one software language, that will make it easier to keep up with the course.
- Department: Summer Session (SUMM)
- MT 5:30 p.m.-8:40 p.m.
-
Instructor:
Patrick Houlihan
Info - 3 points
Artificial Intelligence (AI) & Social Sc
AI and Social Science
Artificial intelligence (AI) and generative AI – like ChatGPT, MidJourney, and Gemini – are poised to change the world for everyone. It is critical that students understand (and utilize) this new technology at several levels. In this class – through readings and a dozen hands-on activities – students will come to deeply understand AI. Specifically, students will construct (using Python) some of the basic building-blocks of AI, like machine learning (like recommendation systems), natural language processing (like word embeddings) and chatbots. They will test out AI’s capabilities and refine prompts in real-world settings, whether in art, video, writing or Internet-of-Things. They will learn about how generative AI fits into the history of technology adoption and the diffusion of innovation, answering questions like: Will AI be able to replace whole jobs? And if so, when? They will use the lenses of psychology and economics to explore the impact of AI in people’s lives, including in the context of algorithmic fairness, regulation and intellectual property. They will be pushed to take human creativity in new directions, augmented by AI’s “weirdness.” Lastly, students will be pushed to further develop their own uniquely-human skills – like in critical thinking and empathy – in response to the power of generative AI to mimic humans. As best-selling author Seth Stephen-Davidowitz has recently (Dec. 2023) written, “So far, my newest book has higher ratings than either of my previous two books -- even though it was written in 1/36th of the time, thanks to AI. AI is wild!" By the end of this class, students will feel empowered technically and philosophically to handle all new generative AI developments. There are no specific prerequisites for this class.
- Department: Summer Session (SUMM)
- TR 9 a.m.-12:10 p.m.
-
Instructor:
Gregory M Eirich
CULPA: 1 Info - 3 points
PROBABILITY
Prerequisites: At least one semester of calculus. A calculus-based introduction to probability theory. Topics covered include random variables, conditional probability, expectation, independence, Bayes rule, important distributions, joint distributions, moment generating functions, central limit theorem, laws of large numbers and Markovs inequality.
- Department: Summer Session (SUMM)
- MTWR 4:30 p.m.-6:05 p.m.
-
Instructor:
Young S Kim
CULPA: 5
Info
- 3 points
STATISTICAL INFERENCE
Prerequisites: STAT GR5203 or the equivalent, and two semesters of calculus. Calculus-based introduction to the theory of statistics. Useful distributions, law of large numbers and central limit theorem, point estimation, hypothesis testing, confidence intervals, maximum likelihood, likelihood ratio tests, nonparametric procedures, theory of least squares and analysis of variance.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
- 3 points
LINEAR REGRESSION MODELS
Prerequisites: STAT GR5203 and GR5204 or the equivalent. Theory and practice of regression analysis, Simple and multiple regression, including testing, estimation, and confidence procedures, modeling, regression diagnostics and plots, polynomial regression, colinearity and confounding, model selection, geometry of least squares. Extensive use of the computer to analyse data.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
-
Instructor:
Daniel Rabinowitz
CULPA: 19 h-index: 34 Info - 3 points
STAT COMP & INTRO DATA SCIENCE
Prerequisites: STAT GU5204 and STAT GU5205 Open to MA students in Statistics only Introduction to programming in the R statistical package: functions, objects, data structures, flow control, input and output, debugging, logical design, and abstraction. Writing code for numerical and graphical statistical analyses. Writing maintainable code and testing, stochastic simulations, paralleizing data analyses, and working with large data sets. Examples from data science will be used for demonstration.
- Department: Summer Session (SUMM)
- MTWR 4:30 p.m.-6:05 p.m.
- 3 points
Time Series Analysis
Open to MA students in Statistics only Prerequisites: STAT GU4205 or the equivalent. Least squares smoothing and prediction, linear systems, Fourier analysis, and spectral estimation. Impulse response and transfer function. Fourier series, the fast Fourier transform, autocorrelation function, and spectral density. Univariate Box-Jenkins modeling and forecasting. Emphasis on applications. Examples from the physical sciences, social sciences, and business. Computing is an integral part of the course.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
- 3 points
BAYESIAN STATISTICS
This course introduces the Bayesian paradigm for statistical inference. Topics covered include prior and posterior distributions: conjugate priors, informative and non-informative priors; one- and two-sample problems; models for normal data, models for binary data, Bayesian linear models, Bayesian computation: MCMC algorithms, the Gibbs sampler; hierarchical models; hypothesis testing, Bayes factors, model selection; use of statistical software.
Prerequisites: A course in the theory of statistical inference, such as STAT GU4204/GR5204 a course in statistical modeling and data analysis such as STAT GU4205/GR5205.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
-
Instructor:
Casey Bradshaw
Info - 3 points
STATISTICAL MACHINE LEARNING
Prerequisites: STAT GR5206 or the equivalent. Open to MA students in Statistics only The course will provide an introduction to Machine Learning and its core models and algorithms. The aim of the course is to provide students of statistics with detailed knowledge of how Machine Learning methods work and how statistical models can be brought to bear in computer systems - not only to analyze large data sets, but to let computers perform tasks that traditional methods of computer science are unable to address. Examples range from speech recognition and text analysis through bioinformatics and medical diagnosis. This course provides a first introduction to the statistical methods and mathematical concepts which make such technologies possible.
- Department: Summer Session (SUMM)
- MTWR 6:15 p.m.-7:50 p.m.
-
Instructor:
Alex Pijyan
Info - 3 points
STATISTICAL METHODS FOR FINANCE
Prerequisites: STAT GR5204 or the equivalent. STAT GR5205 is recommended. Open to MA students in Statistics only A fast-paced introduction to statistical methods used in quantitative finance. Financial applications and statistical methodologies are intertwined in all lectures. Topics include regression analysis and applications to the Capital Asset Pricing Model and multifactor pricing models, principal components and multivariate analysis, smoothing techniques and estimation of yield curves statistical methods for financial time series, value at risk, term structure models and fixed income research, and estimation and modeling of volatilities. Hands-on experience with financial data.
- Department: Summer Session (SUMM)
- TR 9 a.m.-12:10 p.m.
- 3 points
Supervised Research in Biotechnology
Students enrolled in the MA in Biotechnology Program have the opportunity to receive academic credit while conducting Supervised Research under the guidance of a faculty mentor within the University (S5502) or a biotech business-specific Supervised Internship outside the University (S5503) within the New York City Metropolitan Area unless otherwise approved by the Program. Credits received from this course are used to fulfill the Practical Training requirement for the MA degree.
- Department: Summer Session (SUMM)
- 3-6 points
Supervised Research in Biotechnology
Students enrolled in the MA in Biotechnology Program have the opportunity to receive academic credit while conducting Supervised Research under the guidance of a faculty mentor within the University (S5502) or a biotech business-specific Supervised Internship outside the University (S5503) within the New York City Metropolitan Area unless otherwise approved by the Program. Credits received from this course are used to fulfill the Practical Training requirement for the MA degree.
- Department: Summer Session (SUMM)
- 3-6 points
Supervised Research in Biotechnology
Students enrolled in the MA in Biotechnology Program have the opportunity to receive academic credit while conducting Supervised Research under the guidance of a faculty mentor within the University (S5502) or a biotech business-specific Supervised Internship outside the University (S5503) within the New York City Metropolitan Area unless otherwise approved by the Program. Credits received from this course are used to fulfill the Practical Training requirement for the MA degree.
- Department: Summer Session (SUMM)
- 3-6 points
Supervised Research in Biotechnology
Students enrolled in the MA in Biotechnology Program have the opportunity to receive academic credit while conducting Supervised Research under the guidance of a faculty mentor within the University (S5502) or a biotech business-specific Supervised Internship outside the University (S5503) within the New York City Metropolitan Area unless otherwise approved by the Program. Credits received from this course are used to fulfill the Practical Training requirement for the MA degree.
- Department: Summer Session (SUMM)
- 3-6 points
MAFN FIELDWORK
Prerequisites: all 6 MAFN core courses, at least 6 credits of approved electives, and the instructors permission. See the MAFN website for details. This course provides an opportunity for MAFN students to engage in off-campus internships for academic credit that counts towards the degree. Graded by letter grade. Students need to secure an internship and get it approved by the instructor.
- Department: Summer Session (SUMM)
- 1-3 points
INDEPENDENT STUDY
This course offers students an opportunity to expand their curriculum beyond the established course offerings. Interested parties must consult with the QMSS Program Director before adding the class. This course may be taken for 2-4 points.
- Department: Summer Session (SUMM)
- 1-4 points
The U.N. and World Politics
The purpose of this six-week course is to provide a greater understanding of the complex role the United Nations plays in world politics and the maintenance of peace and security through multilateral decision making. In this uncertain political climate, it is even more important to understand global institutions, their strengths and weaknesses and how they function. The United Nations with its 193 member states provides a mirror onto the world and if that world is fractured, the UN body will reflect those fissures.
- Department: Summer Session (SUMM)
- TR 2 p.m.-5:10 p.m.
-
Instructor:
Jean Krasno
CULPA: 1 Info - 3 points
UNITED NATIONS & HUMAN RIGHTS
What is the UN track record in promoting and protecting human rights? This intense six-week course will examine the UN human rights standards, mechanisms, institutions and procedures established over the past sixty years and question their effectiveness. With a particular focus on the actions (or lack thereof) of the UN Security Council, the UN Human Rights Council and diverse international judicial institutions like the International Tribunal for Rwanda and the International Criminal Court, the course will illustrate, through practical case studies, the inherent challenges associated with the protection of human dignity, the enforcement of human rights and the fight against impunity.
- Department: Summer Session (SUMM)
- TR 5:30 p.m.-8:40 p.m.
- 3 points
UN & MAINT OF INTL PEACE & SEC
The United Nations recently passed its seventieth anniversary and a new Secretary-General, Antonio Guterres, was selected by the Security Council to succeed Ban Ki-moon. At this critical juncture, the international system is being challenged to provide adequate responses to the rise of violent extremist groups, waves of refugees arriving in Europe, and to --†fewer but deadlier --armed conflicts. As prevention continues to be elusive and recent - mostly intrastate --armed conflicts have proven to be particularly resistant to peaceful settlement whether through mediation, the deployment of peace operations or peacebuilding projects, the question of the relevance of the UN is posed yet again. Has the Security Council been successful in using the tools at its disposal, from prevention to peace operations and enforcement measures? What has become of the Responsibility to Protect? Is a divided Security Council facing a crisis of relevance? What does it mean for peace operations sent where there is no peace to keep? What are the persisting obstacles to effective prevention? What are the lessons from the evolving partnership with regional organizations? How can peace be sustained over the long term? What will have been Ban Ki Moon's legacy? What are the prospects for UN reform and what could it look like? To address these questions and more, the course will examine the evolving role of the world organization in global security, shaped by its member states with different strategic interests and by the broader geopolitical context in which it operates.
- Department: Summer Session (SUMM)
- TR 9 a.m.-12:10 p.m.
-
Instructor:
Arthur Boutellis
Info - 3 points
THE UN AND DEVELOPMENT
This six week course provides an overview of the contribution the United Nations development system has made in the sphere of development. The course traces the historical evolution of the UN's contribution in the areas of development cooperation, poverty reduction, environment and climate, human rights, gender and humanitarian action. It explores the emerging role of non-state actors, in particular the private sector and civil society. The last sessions will examine in detail the adoption of the Sustainable Development Goals and Agenda 2030 and the recognition that to be relevant in today's rapidly changing world, the UN must commit itself to major reform. The course will draw extensively from the practical experience of the instructor.
- Department: Summer Session (SUMM)
- TR 2 p.m.-5:10 p.m.
-
Instructor:
Kimberly Gamble-Payne
Info - 3 points
COMPARATIVE FOREIGN POLICY
This course explores the unique and distinct foreign policy behavior of different states in the international system. Explanations of state behavior will be drawn from many overarching international relations frameworks including but not necessarily limited to realism, liberalism, and constructivism. The effects of power, culture, institutions and history will be examined.
- Department: Summer Session (SUMM)
- TR 9 a.m.-12:10 p.m.
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Instructor:
Zachary C Shirkey
CULPA: 1 Info - 3 points
US FOREIGN POLICY
This course examines the foundations, decision-making processes, and substance of American foreign policy, particularly as it has developed over the past fifty years. We explore the role of American political culture, the presidency, Congress, and the foreign policy bureaucracy in helping to determine America's relationship with other states and international organizations. We pay particular attention to the recurring tensions that run through American foreign policy: isolationism v. internationalism, security v. prosperity, diplomacy v. military power, unilateralism v. multilateralism, and realism v. idealism. Each week we will explore a broad theoretical/conceptual theme and then focus on a specific topic that exemplifies a practical application of the theme.
- Department: Summer Session (SUMM)
- MW 9 a.m.-12:10 p.m.
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Instructor:
Bruce L Cronin
CULPA: 13 Info - 3 points
SPECIAL OPERATIONS & NATIONAL SECURITY
SPECIAL OPS & NATL SECURI
Special Operations are typically defined as national security actions in hostile, denied, or sensitive environments, and often require covert, clandestine, or low-visibility approaches. From hostage-rescue operations to tactical reconnaissance, special operations forces are typically deployed for national security objectives in which traditional military units are not suitable or applicable. This course examines the nexus of special operations and national security, with the United States serving as its primary example. It has four core objectives: 1) develop an understanding of the concepts and ideas of special operations in national security; 2) explore the priorities and challenges of the utility of special operations, from intelligence to policies to investments; 3) exchange insights, paradigms, and perspectives in class discussions and assignments; and 4) sharpen analytical thinking, research methods, writing skills, and verbal communication. Major themes of study will be: national security fundamentals; concepts of war, conflict, and special operations; and the use of special operations forces over time.
- Department: Summer Session (SUMM)
- MW 9 a.m.-12:10 p.m.
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Instructor:
Nancy W Collins
CULPA: 9
Wikipedia
Info
- 3 points
Intl Relations:Thry & Concepts
Through a review of major academic literature, lectures, and class discussion, this course examines many of the central concepts, theories, and analytical tools used in contemporary social science to understand international affairs. The theoretical literature is drawn from fields including comparative politics, international relations, political sociology, and economics. The course is designed to enhance students' abilities to think critically and analytically about current problems and challenges in international politics.
- Department: Summer Session (SUMM)
- MW 2 p.m.-5:10 p.m.
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Instructor:
Arnaud Kurze
Info - 3 points
EAST ASIAN SECURITY
This course empowers students to develop a deep understanding of the major issues of East Asian security. We will examine the various challenges to stability in East Asia in the context of power, institutions, and ideas (the three primary factors that impact international relations), including: China’s increasing assertiveness; the North Korean nuclear crisis; historical stigma amongst Japan, South Korea, and China; lingering Cold War confrontations on the Korean Peninsula and across the Taiwan Strait; and an unstable relationship between the US and China. Through a comparison with the West, students will inquire whether a unique approach is required when considering appropriate responses to security issues in East Asia.
- Department: Summer Session (SUMM)
- MW 2 p.m.-5:10 p.m.
-
Instructor:
Fumiko Sasaki
Info - 3 points
INTL POLITICAL ECONOMY
This course serves as an introduction to the study of international political and economic relations. We look at the connections between politics and economics as well as markets and governments and relate them to key substantive issue areas such as finance, trade, investment, marketing, income inequality and poverty, and globalization. In examining the issue areas, we shall look both at how scholars think about them and how private and public decision makers analyze and impact them. The teaching is informed by the sharing with students knowledge deriving from multiple disciplines, cultures, and languages to help them gain useful real-world insights.
- Department: Summer Session (SUMM)
- TR 9 a.m.-12:10 p.m.
-
Instructor:
David E Spiro
CULPA: 1 h-index: 6 Info - 3 points