This course will provide a wide-ranging survey of conceptual foundations and issues in contemporary human rights. The class will examine the philosophical origins of human rights, contemporary debates, the evolution of human rights, key human rights documents, and the questions of human rights enforcement. This course will examine specific civil, political, economic, social and cultural rights and various thematic topics in human rights.
Each student develops an original series concept and an accompanying pilot script. The class includes the basics of how to build a series for network, cable and streaming. There is a focus on the pilot as both a successful episode and a blueprint for an ongoing series that has a strong enough premise to sustain dynamic stories for multiple seasons.
In a step-by-step process, students move from series concept to pilot stories, to outline and lastly to script. Both half-hour and one-hour series are covered.
Modern feature-length screenplays demand a specific architecture. In this class students will enter with an idea for a film, and during the first eight sessions build a coherent treatment; that is, a summary of the events and major emotional arcs of the film's three acts. In the final four sessions students will begin and complete the first act of their feature-length screenplay.
Prerequisites: MATH UN1102 and MATH UN1202 and MATH UN2010 or the equivalent. The second term of this course may not be taken without the first. Groups, homomorphisms, normal subgroups, the isomorphism theorems, symmetric groups, group actions, the Sylow theorems, finitely generated abelian groups.
Tech Arts: Post Production delivers a practical introduction to the post production process, a vital part of filmmaking. The course will look at the process of moving efficiently from production to post production, the techniques of non-linear editing and ultimately the process of professionally finishing a film for modern distribution. Students will learn foundational post terminology, how to create the best workflow for your film, how to manage data/footage in the edit room, and offline and online editing. Additionally, the class will cover other key steps in the post production process including audio syncing, transcoding, exporting and mastering. The hands-on lessons and exercises will be conducted using the industry-standard Non-Linear Editing System, Davinci Resolve, and will serve as a primer for other professional systems, including Adobe Premiere and Davinci Resolve. Each lecture will consist of hands-on demonstrations and self-paced practice using content created by the students and/ or content provided by the program.
AHIS4047OC:
Paris Architecture and Urbanism 1750-1940
, 3 credits
Instructor
Barry Bergdoll
, Meyer Schapiro Professor of Art History at Columbia University
This course introduces students simultaneously to the main developments in French architecture from the Enlightenment to the eve of the Second World War and to the main lines of the urban development of the capital city of Paris. Site visits are an integral part of the course which will take students at least once a week on in-depth visits to buildings and to see architecture at first hand and to understand the complex evolution of urban form.
To enroll in this course, you must apply to the
Columbia Summer Art History in Paris
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships available.
Tuition
charges apply.
Please note the program dates are different from the Summer Session Terms. Visit the
UGE
website for the start and end dates for the Columbia in Summer in Paris program.
Please email uge@columbia.edu with any questions you may have.
The course adopts the perspective of gun violence as a pressing human rights concern, emphasizing the state's responsibility to maximize the protection of human rights and establish the safest possible environment, particularly for young people who are most vulnerable to such violence. Students will gain an understanding of the international and national human rights laws that protect the rights to life, development, survival, and protection, with a specific focus on young individuals. The course will delve into the root causes, prevalence, and potential remedies for gun violence in all communities but we recognize that the risk of firearm violence and racial disparities persist across all age groups. Lastly, the course will examine the crucial role of young people in developing solutions, including their activism and advocacy work.
This mid-career global leadership development course provides intensive, collaborative, and highly interactive hands-on instruction, constructive evaluation, and ample opportunities to transform theory into practice. It utilizes cutting-edge, research-based methodologies and customized case studies to build the next generation of leaders who turn differences into opportunities, ideas into solutions, and knowledge into action. Students will acquire a variety of leadership skills in global contexts, including negotiation strategies, consensus building, collaborative facilitation, persuasion, design-thinking-based problem-solving techniques, and public speaking in knowledge-intensive industries. They will gain a competitive edge in their professional careers by participating in a variety of simulation games, role-playing exercises, and mock public policy panels to apply the skills they have learned and receive valuable feedback.
Prerequisites: MATH S1202, MATH S2010, or the equivalent. Students must have a current and solid background in the prerequisites for the course: multivariable calculus and linear algebra. Elements of set theory and general topology. Metric spaces. Euclidian space. Continuous and differentiable functions. Riemann integral. Uniform convergence.
Provides an opportunity for students to engage in independent study in an area of interest. A mentor is assigned.
MENA4100OC: Migration, Displacement and Diaspora in the Contemporary Mediterranean. 3 points.
This course counts as a
Global Core Requirement
at Columbia University.
This course examines the social, political and cultural history of migration in the Mediterranean, with a particular focus on France and Africa. We examine the forces that have underpinned migration in the nations of the Mediterranean rim since the 1950s and observe major transitions in policy and legal frameworks. Though migration is often treated in mainstream media as an object of policy and legislation, it is better approached as a ‘total social fact’ involving political, social, economic and cultural dimensions. With this in mind, we look at different media, genres and narrative forms in which migration has been represented and debated and grapple with questions about the relationship between lived experience and representation and between
politics and the arts.
To enroll in this course, you must apply to the
Columbia Summer in Paris
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships available.
Tuition
charges apply.
Please note the program dates are different from the Summer Session Terms. Visit the
UGE
website for the start and end dates for the Columbia in Summer in Paris program.
Please email uge@columbia.edu with any questions you may have.
This undergraduate-level introductory course provides an overview of the science of nutrition and nutrition's relationship to health promotion and disease prevention. The primary focus is on the essential macronutrients and micronutrients, including their chemical structures, food sources, digestion and absorption, metabolism, storage, and excretion. Students develop the skills to evaluate dietary patterns and to estimate caloric requirements and nutrient needs using tools such as Dietary Guidelines for Americans, My Plate, Nutrition Facts Labels, and Dietary Reference Intakes.
This undergraduate-level introductory course is the first of a two-course-series on human anatomy and physiology. Using a body systems approach, we will study the anatomical structure and physiological function of the human body. Foundational concepts from chemistry, cell biology, and histology are reviewed and built upon through the progression of topics. Each of the body systems will be studied for their structure, function, and mechanisms of regulation. The core concepts of levels of organization, interdependence of systems, and homeostasis will be emphasized throughout the course. This beginner level course will lay the foundation for further advanced study of physiology and pathophysiology within a nursing curriculum.
Prerequisites: Must have a BA, BFA or equivalent. Apply directly to the School of the Arts. Access the application here:
https://arts.columbia.edu/summer/advanced-painting-intensive
.
The Advanced Painting Intensive offers personalized mentorship to up to twelve students through individual and group critique, technical tutorials, workshops, and insights into the New York gallery and museum scenes. Participants will also benefit from lectures and critiques by nationally recognized visiting artists.
The six-week, six-credit workshop is structured similarly to Columbia’s MFA degree program and is designed for individuals seeking to challenge and advance their artistic skills in an immersive and supportive environment. The workshop aims to help participants develop a strong visual portfolio and a comprehensive written package suitable for MFA programs applications.
Some of the main stochastic models used in engineering and operations research applications: discrete-time Markov chains, Poisson processes, birth and death processes and other continuous Markov chains, renewal reward processes. Applications: queueing, reliability, inventory, and finance.
This undergraduate-level introductory course is the second of a two-course series on human anatomy and physiology. Using a body systems approach, we will study the anatomical structure and physiological function of the human body. Foundational concepts from chemistry, cell biology, and histology are reviewed and built upon through the progression of topics. Each of the body systems will be studied for their structure, function, and mechanisms of regulation. The core concepts of levels of organization, interdependence of systems, and homeostasis will be emphasized throughout the course. This beginner level course will lay the foundation for further advanced study of physiology and pathophysiology within a nursing curriculum.
This online undergraduate-level introductory course focuses on the core concepts and principles of microbiology. We will explore how microorganisms co-exist and interact with humans creating both beneficial and pathological results. We will survey the diversity of microorganisms, their classification, and the essential processes needed for survival; which will dictate the environments in which they can thrive. This exploration of microorganism diversity will include topics such as microbial nutrition and metabolism, genetics, and antimicrobial mechanisms employed by and against microorganisms. Special attention will be given to understanding the human immune system, mechanisms of infection by pathogenic microorganisms, and the role non-harmful microbiota serve in supporting immune function. The weekly lab component of this course will support and complement each learning module and familiarize students with basic microbiologic lab techniques.
This introductory course covers human development across the lifespan. The course will provide an overview of development and the complexity of human growth through physical, cognitive, emotional, and social capacities. A review of historical and modern-day developmental theories as well as more complex interpersonal constructs, such as cultural variations, will be discussed. Special emphasis is placed upon examining the dynamic interplay between biology and environment with relevant application to nursing practice. The role of social and cultural stressors such as racism and socioeconomics in shaping human development will be examined. This undergraduate-level course will lay the foundation for further advanced study of human development within a nursing curriculum.
This course aims to introduce students to classic and more recent literature on the intellectual and cultural history of the Enlightenment. The field has expanded far beyond the cohort of free-thinking
philosophes
around which it was initially conceived to encompass broader cultural, economic, and religious preoccupations. Given these tendencies, how has the significance of the Enlightenment shifted as a historical period and interpretive framework? In what ways do scholars explicate its origins, outcomes, and legacies? The readings trace the development of Enlightenment thought and practices from their early manifestations in Britain and the United Provinces before shifting attention to France, the geographical focal point of the movement by mid-century. Topics to be addressed include the relationship of traditional political authorities to an emerging public sphere, the invention of society as a means of mediating human relationships, the entrepreneurial and epistemological innovations made possible by new media, the struggles of the
philosophe
movement for legitimacy, debates surrounding luxury consumption and commercial society, the rise of political economy as field of knowledge and practical platform, and arguments between Christian apologists and radical atheists over the status of religious truth.
In this introductory undergraduate course students will learn how vital the study of Biostatistics is to ensure that clinical and public health practices are supported by reliable evidence. Students will gain an appreciation for the hazards of applying human intuition to probability and statistical questions. This course is designed to explore the collection, analysis, and presentation/visualization of biologic and health data using statistical methods. Students will learn and apply fundamental concepts and techniques of descriptive statistics. Students will also learn basic fundamental concepts of inferential statistics.
MUSI4135OC: Opera in Venice. 3 Points.
Prerequisites: None
Instructor: Giuseppe Gerbino
Opera as we know it was born in Venice. After an early phase of private operatic experiments under the patronage of courts and aristocratic academies, the first public opera house, the San Cassiano Theater, opened its doors in Venice in 1637. As a commercial enterprise, opera rapidly came to dominate the social and cultural life of the city, as Venice grew into one of the most influential and strangely seductive European capitals of music.
The course traces the Venetian history of opera from its origins to the fall of the Republic of Venice in 1797. Students will also have an opportunity to explore the legacy of this tradition in contemporary Venice as well as in the twentieth-century construction of a nostalgic image of the city’s past musical splendor. Instruction will focus on the relationship between the unique political and topographical organization of Venice and the development of opera. The syllabus integrates academic training with activities designed to allow students to take full advantage of Venice’s historical and cultural resources, including live musical performances, museum visits, and workshops on the workings of Venice’s historical theaters.
To enroll in this course, you must apply to the
Columbia in Venice
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Columbia in Venice program.
Notes: Please email
uge@columbia.edu
with any questions you may have.
This course will cover the science needed to understand hydrology, the link between hydrology and climate, and why climate change will affect the hydrologic cycle. It will then look at what changes have occurred in the past, and what changes are projected for the future and how these changes may affect other sectors, such as agriculture. The final module of the course will look at adaptation measures to adapt to climate change. The course will be formatted to be a mixture of lectures and seminars, with the lecture portion used to introduce scientific concepts and the seminar portion to discuss and evaluate the readings assigned. At the end of this course, students will the hydrologic cycle and its connection to climate, how changes in climate have affected/will affect how much water is available on land, how water impacts ecosystem services, and how to diagnose the cause of a climate-related water problem and develop solutions to address it.
Covers the following topics: fundamentals of probability theory and statistical inference used in engineering and applied science; Probabilistic models, random variables, useful distributions, expectations, law of large numbers, central limit theorem; Statistical inference: pint and confidence interval estimation, hypothesis tests, linear regression. For IEOR graduate students.
The world economy is a patchwork of competing and complementary interests among and between governments, corporations, and civil society. These stakeholders at times cooperate and also conflict over issues of global poverty, inequality, and sustainability. What role do human rights play in coordinating the different interests that drive global economic governance? This seminar will introduce students to different structures of global governance for development, trade, labor, finance, the environment, migration, and intellectual property and investigate their relationship with human rights. Students will learn about public, private, and mixed forms of governance, analyze the ethical and strategic perspectives of the various stakeholders and relate them to existing human rights norms. The course will examine the work of multilateral organizations such as the United Nations and the International Financial Institutions, as well as international corporate and non-governmental initiatives.
JPNS4201OC: Second Year Japanese I, 4 points. Required to take Second Year Japanese II, JPNS4202OC for 4 points.
The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Novice-High level
of
the ACTFL Proficiency Guidelines
at the beginning of the course.
This class will cover Chapters 17-23 of
Genki II
(The Japan Times) and intermediate materials such as
Hiyaku
(Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.
The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may h
JPNS4201OC: Second Year Japanese I, 4 points. Required to take Second Year Japanese II, JPNS4202OC for 4 points.
The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Novice-High level
of
the ACTFL Proficiency Guidelines
at the beginning of the course.
This class will cover Chapters 17-23 of
Genki II
(The Japan Times) and intermediate materials such as
Hiyaku
(Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.
The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may h
JPNS4201OC: Second Year Japanese I, 4 points. Required to take Second Year Japanese II, JPNS4202OC for 4 points.
The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Novice-High level
of
the ACTFL Proficiency Guidelines
at the beginning of the course.
This class will cover Chapters 17-23 of
Genki II
(The Japan Times) and intermediate materials such as
Hiyaku
(Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.
The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may h
Black and Native American peoples have a shared history of oppression in the Americas. The prevailing lenses scholars use to understand settler colonialism and race however, tend to focus on the dynamics between Europeans and these respective groups. How might our understanding of these subjects shift when viewed from a different point of departure? Specifically, how does religion structure and inform the overlapping experiences of Afro-Native peoples? From enslavement in the Cotton Belt and California to political movements in Minneapolis and New York, this class will explore how diverse communities of Africans, Native Americans, and their descendants adapted to shifting contexts of race and religion in the vast territories that are today the United States. The course will proceed thematically by examining experiences of identity, dislocation, survival, and diaspora.
JPNS4202OC: Second Year Japanese II, 4 points. Required to take Second Year Japanese I, JPNS4201OC for 4 points.
The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Novice-High level
of
the ACTFL Proficiency Guidelines
at the beginning of the course.
This class will cover Chapters 17-23 of
Genki II
(The Japan Times) and intermediate materials such as
Hiyaku
(Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.
The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@colu
JPNS4202OC: Second Year Japanese II, 4 points. Required to take Second Year Japanese I, JPNS4201OC for 4 points.
The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Novice-High level
of
the ACTFL Proficiency Guidelines
at the beginning of the course.
This class will cover Chapters 17-23 of
Genki II
(The Japan Times) and intermediate materials such as
Hiyaku
(Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.
The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@colu
JPNS4202OC: Second Year Japanese II, 4 points. Required to take Second Year Japanese I, JPNS4201OC for 4 points.
The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Novice-High level
of
the ACTFL Proficiency Guidelines
at the beginning of the course.
This class will cover Chapters 17-23 of
Genki II
(The Japan Times) and intermediate materials such as
Hiyaku
(Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.
The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@colu
Prerequisites: MATH V1101 Calculus I and MATH V1102 Calculus II, or the equivalent, and STAT W1111 or STAT W1211 (Introduction to Statistics). Corequisites: MATH V1201 Calculus III, or the equivalent, or the instructor's permission. This course can be taken as a single course for students requiring knowledge of probability or as a foundation for more advanced courses. It is open to both undergraduate and master students. This course satisfies the prerequisite for STAT W3107 and W4107. Topics covered include combinatorics, conditional probability, random variables and common distributions, expectation, independence, Bayes' rule, joint distributions, conditional expectations, moment generating functions, central limit theorem, laws of large numbers, characteristic functions.
Prerequisites: STAT W3105 Intro. to Probability or STAT W4105 Probability, or the equivalent. 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.
JPNS4205OC: Third Year Japanese I, 4 points. Required to take Third Year Japanese II, JPNS4206OC for 4 points.
The 3rd Year Japanese program (JPNS4205OC & JPNS4206OC; 8 points/2 semesters) is designed for those who have completed at least two years of college-level Jap4nese or the equivalent (around 300 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Intermediate-Mid level
of
the ACTFL Proficiency Guidelines
N1
at the beginning of the course. Please note that depending on the results of the placement test, the students may be placed in a different level than they apply for.
This class will use intermediate-level materials equivalent to
Tobira
and
Quartet I & II
or JLPT N3-N2. The coverage and materials will be contingent on the levels of students.
The goal of this course is to achieve Intermediate-High or above of the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may have.
Prerequisites: STAT GU4204 or the equivalent, and a course in linear algebra. Theory and practice of regression analysis. Simple and multiple regression, testing, estimation, prediction, 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.
JPNS4206OC: Third Year Japanese II, 4 points. Required to take Third Year Japanese I, JPNS4205OC for 4 points.
The 3rd Year Japanese program (JPNS4205OC & JPNS4206OC; 8 points/2 semesters) is designed for those who have completed at least two years of college-level Jap4nese or the equivalent (around 300 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Intermediate-Mid level
of
the ACTFL Proficiency Guidelines
N1
at the beginning of the course. Please note that depending on the results of the placement test, the students may be placed in a different level than they apply for.
This class will use intermediate-level materials equivalent to
Tobira
and
Quartet I & II
or JLPT N3-N2. The coverage and materials will be contingent on the levels of students.
The goal of this course is to achieve Intermediate-High or above of the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may have.
JPNS4206OC: Third Year Japanese II, 4 points. Required to take Third Year Japanese I, JPNS4205OC for 4 points.
The 3rd Year Japanese program (JPNS4205OC & JPNS4206OC; 8 points/2 semesters) is designed for those who have completed at least two years of college-level Jap4nese or the equivalent (around 300 hours of Japanese study).
Students who want to take this course are expected to be at least at the
Intermediate-Mid level
of
the ACTFL Proficiency Guidelines
N1
at the beginning of the course. Please note that depending on the results of the placement test, the students may be placed in a different level than they apply for.
This class will use intermediate-level materials equivalent to
Tobira
and
Quartet I & II
or JLPT N3-N2. The coverage and materials will be contingent on the levels of students.
The goal of this course is to achieve Intermediate-High or above of the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may have.
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.
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.
Prerequisites: MDES UN1214-UN1215, or the equivalent. $15.00= Language Resource Fee, $10.00 = Materials Fee The continuation of S4210, above.
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.
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.
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
JPNS4217OC: Fourth Year Japanese I, 4 points. Required to take Fourth Year Japanese II, JPNS4218OC for 4 points.
The 4th Year Japanese program (JPNS4217OC & JPNS4218OC; 8 points/ 2 semesters) is designed for those who have completed at least three years of college-level Japanese or the equivalent (around 450 hours of Japanese study).
Students who want to take this course are expected to be at the
Intermediate-High level
or above of
the ACTFL Proficiency Guidelines
N1
at the beginning of the course. Please note that depending on the results of the placement test, the students may be placed in a different level than they apply for.
Authentic materials such as newspaper, novels, and TV news will be used alongside with instructor-created materials to study grammatical patterns equivalent to JLPT N1 and N2. In addition, the students will have the opportunity to pursue an individualized project based on their own interests and give a presentation about their project at the end of the program.
The goal of this course is to achieve Advanced-Low or above of the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may have.
JPNS4218OC: Fourth Year Japanese II, 4 points. Required to take Fourth Year Japanese I, JPNS4217OC for 4 points.
The 4th Year Japanese program (JPNS4217OC & JPNS4218OC; 8 points/ 2 semesters) is designed for those who have completed at least three years of college-level Japanese or the equivalent (around 450 hours of Japanese study).
Students who want to take this course are expected to be at the
Intermediate-High level
or above of
the ACTFL Proficiency Guidelines
N1
at the beginning of the course. Please note that depending on the results of the placement test, the students may be placed in a different level than they apply for.
Authentic materials such as newspaper, novels, and TV news will be used alongside with instructor-created materials to study grammatical patterns equivalent to JLPT N1 and N2. In addition, the students will have the opportunity to pursue an individualized project based on their own interests and give a presentation about their project at the end of the program.
The goal of this course is to achieve Advanced-Low or above of the ACTFL Proficiency Guidelines.
To enroll in this course, you must apply to the
Kyoto Consortium Summer: Modern Japanese
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS.
Please email
uge@columbia.edu
with any questions you may have.
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.
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.
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.
Prerequisites: (COMS W3134 or COMS W3136COMS W3137) and (COMS W3203) Introduction to the design and analysis of efficient algorithms. Topics include models of computation, efficient sorting and searching, algorithms for algebraic problems, graph algorithms, dynamic programming, probabilistic methods, approximation algorithms, and NP-completeness.
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.
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.
Columbia Engineering's summer on-campus research program for Undergraduate and Master's students. Additional enrichment opportunities comprised of academic and professional seminars, a weekly luncheon, and social programming.
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.
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.
Advanced classical thermodynamics. Availability, irreversibility, generalized behavior, equations of state for nonideal gases, mixtures and solutions, phase and chemical behavior, combustion. Thermodynamic properties of ideal gases. Applications to automotive and aircraft engines, refrigeration and air conditioning, and biological systems.
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.
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.
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.
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
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.
Theoretical and practical considerations, and design principles, for modern thermofluids systems. Topics include boiling, condensation, phase change heat transfer, multimode heat transfer, heat exchangers, and modeling of thermal transport systems. Emphasis on applications of thermodynamics, heat transfer, and fluid mechanics to modeling actual physical systems. Term project on conceptual design and presentation of a thermofluid system that meets specified criteria.
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.
Prerequisites: RUSS GU4333 or placement test $15.00= Language Resource Fee, $15.00 = Materials Fee , Continuation of RUSS S4333H.
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.
Generation of random numbers from given distributions; variance reduction; statistical output analysis; introduction to simulation languages; application to financial, telecommunications, computer, and production systems. Graduate students must register for 3 points. Undergraduate students must register for 4 points. Note: Students who have taken IEOR E4703 Monte Carlo simulation may not register for this course for credit. Recitation section required.
Prerequisites: ECON UN3211 and ECON UN3213. Equivalent to ECON UN4415. Introduction to the systematic treatment of game theory and its applications in economic analysis.
Prerequisites: None
Instructor: Johanna M.H. Fassl
Syllabus, Art in Venice
This course examines the art, architecture, and culture of Venice from the 14th to the 18th century. The goal of the curriculum is for students to acquire a firm visual literacy in order to read works of Venetian art and to familiarize themselves with the methods of art history. The course is set up as a field study, using the city as classroom and supporting site visits in and outside of Venice. The goal is to provide students with a solid visual knowledge and historical understanding of a set of key monuments, and to encourage them to think through the social, political, cultural, and intellectual forces at play in the creation of these works. Each day's choice of monuments is based on a walkable itinerary, visiting churches, confraternities, cloisters, palaces, and museums. Day trips include excursions to Padua and the Palladian villas in Vicenza and the Veneto.
Counts toward the Art History Major/Concentration at Columbia.
To enroll in this course, you must apply to the
Columbia in Venice
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Columbia in Venice program.
Please email
uge@columbia.edu
with any questions you may have.
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.
Prerequisites: Chem UN1403 and CHEM UN1404. Intense laboratory where students desiring an introduction to laboratory skills meet MTWR, 5 hours a day for four weeks in the summer term participating in experimental bench work, data analysis and safe laboratory practice. Grades depend on preparation, participation in the laboratory, short lab reports, critical thinking and experimental skill. There will be two sections for S4515. Section 001 begins June 7th and runs through July 1st. Section 002 begins July 6th and runs through July 29th.
This course will offer an immersion in both the history and the language of comics, from the newspaper strips through the early comic books to today's graphic novels. Beginning with readings that offer a theoretical framework and an analytical vocabulary, students will examine and discuss the way page layout, panel composition, color, lettering, sound effects, and more help carry and shape the narrative, as soundtracks and shot composition do in film. Readings will include wordless works by Shaun Tan, classic works by Alison Bechdel, as well as many that may be less familiar. Students will analyze the American, Asian, and European approaches to comics. Guest speakers from the comics industry will aid in developing students' analytical skills. Instructor permission is required for registration after 5/28.
CLIA4600OC: Mediterranean Humanities II in Venice. 3 points.
Prerequisite: None. Mediterranean Humanities I is not a requirement to enroll in this course. Instructor: Konstantina Zanou
What is the Mediterranean and how was it constructed and canonized as a space of civilization? A highly multicultural, multilingual area whose people represent a broad array of religious, ethnic, social and political difference, the Mediterranean has been seen as the cradle of western civilization, but also as a dividing border and a unifying confluence zone, as a sea of pleasure and a sea of death. The course aims to enhance students’ understanding of the multiple ways this body of water has been imagined by the people who lived or traveled across its shores. By exploring major works of theory, literature and cinema since 1800, it encourages students to engage critically with a number of questions (nationalism vs cosmopolitanism, South/North and East/West divides, tourism, exile and migration, colonialism and orientalism, borders and divided societies) and to ‘read’ the sea through different viewpoints. In the final analysis, Med Hum II is meant to arouse the question of what it means to stand on watery grounds and to view the world through a constantly shifting lens. The Summer version of the course is adapted to contain more material on Venice and its Mediterranean surroundings.
This course fulfills the Global Core requirement and the requirements of Columbia's Italian major and Mediterranean Studies minor. For Global Core, please note students may only receive Global Core credit for either
CLIA4500GU
or CLIA4600OC; not both.
To enroll in this course, you must apply to the
Columbia in Venice
program through the Center for Undergraduate Global Engagement (UGE).
Global Learning Scholarships
available.
Tuition
charges apply.
Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
Why do we feel the way we do, how do we understand ourselves and others, and how does this relate to our social relationships? Why does all of this sometimes leave us feeling anxious, depressed, lonely and isolated? And when that happens, what we can do about it? In this seminar, we will tackle these questions using an integrative approach that blends social psychology, clinical psychology and neuroscience to uncover how our emotions and social interactions sometimes work well and sometimes falter. To do this, we will examine human behavior at multiple levels, connecting our social and emotional lives (what we experience and how we act) to cognitive processes (how our minds process information) and underlying neural mechanisms (what's happening in the brain). As the semester unfolds, we start by building an understanding of where our emotions come from, how we can manage them, how we make sense of other people and how we can form positive connections with them. This knowledge provides a foundation for taking the next step - understanding what happens when things go awry and we end up with momentary - or long-lasting - bouts of anxiety, depression, loneliness and other clinical conditions. We end by considering what may be everyone’s life goal - the pursuit of happiness - and how everything we have learned can foster that pursuit through personal actions, social connections and psychotherapeutic support. The overarching goal is to build a nuanced understanding of how and why we think and feel the way we do – about ourselves and others – that can inform both scientific and personal explorations of what “wellbeing” and “mental health” means.
Prerequisites
Equivalents of an introductory Psychology course and one more advanced lecture, lab or seminar course in Psychology or a related discipline (and/or the instructor's permission).
Mediterranean Humanities I (Med Hum) explores the literatures of the Mediterranean from the late Middle Ages until the early Eighteenth Century. We will read Boccaccio, Bandello, and Cervantes, Ottoman and Arabic travel literature, as well as the Eurasian versions of the
One Thousand and One Nights
. We will dive into the travel of texts and people, stories and storytellers across the shores of the Middle Sea, as well as into the relationship between literary texts and historiographical theories of the Mediterranean. Based on the reading of literary texts (short stories, theater), as well as letters, biographies, memoirs, and other ego-documents produced and consumed in the Early Modern Mediterranean, we will discuss big themes as Orientalism, estrangement, forced mobility, connectivity, multiculturalism and the clash of civilizations. Also, we will visit the Metropolitan Museum of Art, the Rare Books Room of Butler Library, and we will discuss movies in class.
Following in the footsteps of Fernand Braudel, we will reflect on the Mediterranean in the age of the first globalization as a laboratory of the modern global world and world literature.
This course will offer an examination of the birth and development of the Franciscan Order between 1200-1350. The topics will include Francis of Assisi, the foundation of the three orders of Franciscans, education, poverty, preaching, theology internal strife, antifraternalism, and relations with secular governments and papacy.
Enrollment in this course acknowledges the student’s participation in an industry project.
Working with a mentor (alumni, adjunct faculty, or industry partner) in relevant industry, students will work with a team of 3-5 students on an identified project. The career placement officer can assist in administering the advertisement, selection and recruitment processes. Students can enroll in ENGI E4700 for zero credit, zero fees; students who wish to earn academic credit can enroll in Fieldwork. The specific requirements for the project is defined by the mentor. Groups should meet with their mentor on a weekly basis for at least 30 minutes. Students are also encouraged to submit bi-weekly progress reports to the mentor. Upon completion of the project (end of July/beginning of August), each team will participate in an industry project showcase to present their project and deliverables. Students will receive coaching on presentation skills from the professional development and leadership and the career placement officer teams.
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.
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.
Data, models, visuals; various facets of AI, applications in finance; areas: fund, manager, security selection, asset allocation, risk management within asset management; fraud detection and prevention; climate finance and risk; data-driven real estate finance; cutting-edge techniques: machine learning, deep learning in computational, quantitative finance; concepts: explainability, interpretability, adversarial machine learning, resilience of AI systems; industry utilization