Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Individual study; may be selected after the first term of the junior year by students maintaining a 3.2 grade-point average. Course format may vary from individual tutorial to laboratory work to seminar instruction under faculty supervision. Projects requiring machine-shop use must be approved by the laboratory supervisor. Students may count up to 6 points toward degree requirements. Students must submit both a project outline prior to registration and a final project write up at the end of the semester.
Prerequisites: The written permission of the faculty member who agrees to act as sponsor (sponsorship limited to full-time instructors on the staff list), as well as the permission of the Director of Undergraduate Studies. The written permission must be deposited with the Director of Undergraduate Studies before registration is completed. Guided reading and study in mathematics. A student who wishes to undertake individual study under this program must present a specific project to a member of the staff and secure his or her willingness to act as sponsor. Written reports and periodic conferences with the instructor.
Supervising Readings do NOT count towards major requirements, with the exception of an advanced written approval by the DUS.
“Learned we may be with another man's learning: we can only be wise with wisdom of our own.”― Michel de Montaigne “There is something you find interesting, for a reason hard to explain. It is hard to explain because you have never read it on any page; there you begin. You were made and set here to give voice to this, your own astonishment.” Annie Dillard, The Writing Life “Find a subject you care about and which in your heart you feel others should care about. It is this genuine caring, not your games with language, which will be the most compelling and seductive element in your style.” Kurt Vonnegut What makes the essay of personal experience an essay rather than a journal entry? How can one's specific experience transcend the limits of narrative and transmit a deeper meaning to any reader? How can a writer transmit the wisdom gained from personal experience without lecturing her reader? In The Art of the Essay, we explore the answers to these questions by reading personal essays in a variety of different forms. We begin with Michel de Montaigne, the 16th-century philosopher who popularized the personal essay as we know it and famously asked, “What do I know?,” and follow the development of the form as a locus of rigorous self-examination, doubt, persuasion, and provocation. Through close reading of a range of essays from writers including Annie Dillard, Salman Rushdie, Jamaica Kincaid, and June Jordan, we analyze how voice, form, and evidence work together to create a world of meaning around an author's experience, one that invites readers into conversations that are at once deeply personal and universal in their consequences and implications.
With the rise of extreme weather events as a consequence of climate change, the demand for “climate justice” has become a popular backdrop for environmental and climate movements to demand more specific political action to address the climate crisis. This course will cover the origins and development of the concept of environmental justice and its relationship to issues of race and power, as well as the transition from environmental justice to climate justice and its political implications today. Establishing the connection of environmental and climate justice principles to existing political institutions, the course will also include a field trip to visit South Bronx Unite and do a walking tour of heavily polluted waterways in the Bronx. Additionally, students will choose an institution or movement of their choice and create a report which analyses what concepts of justice these institutions refer to, what their goals and demands are, and how their strategies relate to these demands and where they might be falling short.
1-4 points. May be repeated for credit. Prerequisites: the instructors permission. Except by special permission of the director of undergraduate studies, no more than 4 points of individual research may be taken in any one term. This includes both PSYC UN3950 and PSYC UN3920. No more than 8 points ofPSYC UN3950 may be applied toward the psychology major, and no more than 4 points toward the concentration. Readings, special laboratory projects, reports, and special seminars on contemporary issues in psychological research and theory.
1-4 points. May be repeated for credit. Prerequisites: the instructors permission. Except by special permission of the director of undergraduate studies, no more than 4 points of individual research may be taken in any one term. This includes both PSYC UN3950 and PSYC UN3920. No more than 8 points ofPSYC UN3950 may be applied toward the psychology major, and no more than 4 points toward the concentration. Readings, special laboratory projects, reports, and special seminars on contemporary issues in psychological research and theory.
For students who want to do independent study of topics not covered by normal departmental offerings. The student must find a faculty sponsor and work out a plan of study; a copy should be submitted to the director of undergraduate studies.
May be repeated for credit, but no more than 3 total points may be used for degree credit. Only for Electrical Engineering and Computer Engineering undergraduate students who include relevant off-campus work experience as part of their approved program of study. Final report and letter of evaluation required. May not be used as technical or nontechnical electives or to satisfy any other Electrical Engineering or Computer Engineering major requirements. May not be taken for pass/fail credit or audited.
Obtained internship and approval from faculty adviser. Written application must be made prior to registration outlining proposed internship and study program. Final reports required. May not be taken for pass/fail credit or audited. Fieldwork credits may not count toward any major core, technical elective, and nontechnical requirements. International students must also consult with the International Students and Scholars Office. Note: only for EAEE undergraduate students who need relevant off-campus work experience as a part of their program of study as determined by instructor.
Designed for students writing a senior thesis and doing advanced research on two central literary fields in the students major. The course of study and reading material will be determined by the instructor(s) in consultation with students(s).
Independent projects involving experimental, theoretical, computational, or engineering design work. May be repeated, but no more than 3 points of this or any other projects or research course may be counted toward the technical elective degree requirements as engineering technical electives.
Independent projects involving experimental, theoretical, computational, or engineering design work. May be repeated, but no more than 3 points of this or any other projects or research course may be counted toward the technical elective degree requirements as engineering technical electives.
Independent project involving theoretical, computational, experimental, or engineering design work. May be repeated, but no more than 3 points may be counted toward degree requirements. Projects requiring machine-shop use must be approved by the laboratory supervisor. Students must submit both a project outline prior to registration and a final project write-up at the end of the semester.
Sustainable development majors and special concentrators must register for this independent study to use internship hours for the practicum credit. Students must consult with their program adviser and department before registering. Offered fall, spring and summer.
May be repeated for credit, but no more than 3 total points may be used toward the 128credit degree requirement. Only for APAM undergraduate students who include relevant off-campus work experience as part of their approved program of study. Final report and letter of evaluation required. Fieldwork credits may not count toward any major core, technical, elective, and nontechnical requirements. May not be taken for pass/fail credit or audited.
May be repeated for credit, but no more than 3 total points may be used toward the 128-credit degree requirement. Only for BMEN undergraduate students who include relevant off-campus work experience as part of their approved program of study. Final report and letter of evaluation required. Fieldwork credits may not count toward any major core, technical, elective, and non-technical requirements. May not be taken for pass/fail credit or audited.
Provides work experience on chemical engineering in relevant intern or fieldwork experience as part of their program of study as determined by the instructor. Written application must be made prior to registration outlining proposed internship/study program. A written report describing the experience and how it relates to the chemical engineering core curriculum is required. Employer feedback on student performance and the quality of the report are the basis of the grade. This course may not be taken for pass/fail or audited. May not be used as a technical or nontechnical elective. May be repeated for credit, but no more than 3 points total of CHEN E3999 may be used for degree credit.
CEEM undergraduate students only. Written application must be made prior to registration outlining proposed internship/study program. Final reports required. May not be taken for pass/fail credit or audited. International students must also consult with the International Students and Scholars Office.
May be repeated for credit, but no more than 3 total points may be used toward the 128-credit degree requirement. Only for MECE undergraduate students who include relevant on-campus and off-campus work experience as part of their approved program of study. Final report and letter of evaluation required. Fieldwork credits may not count toward any major core, technical, elective, and nontechnical requirements. May not be taken for pass/fail credit or audited.
Prerequisites: A good working knowledge of calculus, including derivatives, single and double, limits, sums and series. Life is a gamble and with some knowledge of probability / statistics is easier evaluate the risks and rewards involved. Probability theory allows us take a known underlying model and estimate how likely will we be able to see future events. Statistical Inference allows us to take data we have seen and estimate the missing parts of an unknown model. The first part of the course focus on the former and the second part the latter.
Course Description
This interdisciplinary course explores both the rights of Indigenous people in settler colonies as well as the complex historical and theoretical relationship between human rights and settler colonialism. We will pursue three lines of questioning. The first critically explores how central political concepts of the international state system—sovereignty, property, territory, self-determination—entwine the histories of settler colonialism and human rights. The second charts the rise and mechanisms of the international Indigenous rights movement, in particular its activity at the United Nations leading to the Declaration on the Rights of Indigenous Peoples in 2007, and its contributions to ongoing debates on environmental and climate justice, group rights, natural resources and territorial autonomy, and cultural rights. The third unit interrogates settler state responses to the movement for Indigenous human rights, such as cooptation, recognition, and apology.
Through readings drawn from history, ethnography, political and critical theory, international relations, Native studies, law, and documents produced by intergovernmental organizations and NGOs, we will explore and deepen the tensions between human rights as a theory and practice and the political lives and aspirations of Indigenous peoples and activists. What technologies of rule—such as residential school systems and property law—do settler colonial states deploy to dispossess Indigenous peoples? How have Indigenous peoples used the international human rights regime to mobilize against such dispossession? How have these states resisted the global Indigenous rights movement? And can the human rights regime, rooted in the international state system, meaningfully contribute to anticolonial movements in liberal settler colonies? While we will touch on settler colonialism as it manifests around the globe—including in Australia, New Zealand, South Africa, and Israel—the course’s geographical focus will be on North America.
Course objectives
Throughout this course, you will:
Develop a historically-informed understanding of both international indigenous rights and settler colonialism as idea, practice, institution, and discourse;
Place the literature on human rights and settler colonialism into critical conversation in order to deepen existing conceptual problems and generate new ones;
Identify the main a
Pushing back against this trope of homelessness, this course illuminates the robust, vibrant, and multifacetted
qualities of a home in the Diaspora, lasting for over a millennium, that both Ashkenazi and Sephardi
Jews managed to create for themselves in lands, predominantly populated by Slavs. They did so despite the
many constraints of legal and religious discrimination, threats of physical violence, displacement, and countless
forms of exclusion from dominant society. Moving across centuries, countries, and languages, we will revisit the
contributions of the Jews to their so called “host cultures” by way of diverse media—literary and non-fictional
works, memoirs, artistic works, songs, feature and documentary films, journalistic pieces, and more. By the end
of this journey, we will have gained a deeper understanding of the ways in which the Jews and Slavs have been
intimately imbricated and intertwined since times immemorial.
All course materials are available in English. No reading knowledge of Russian or other Slavic languages
is required. Course participants with the reading knowledge of any region-specific language are encouraged to
consult the respective originals, provided by the instructor upon request. This course will be of interest to those
majoring in Slavic and/or Jewish Studies, as well as anyone interested in Comparative Literature, History, Art
History, and Film and Visual Studies.
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.
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.
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.
Instructor:
Madeleine Dobie
Taught in English.
This course is approved as a Global Core at Columbia.
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 through the
Columbia Summer in Paris
program, you must apply to the 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 Term A & B dates
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.
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.
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.
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.
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.
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: 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.
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.
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.
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.
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
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.
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.
An introduction to modern cryptography, focusing on the complexity-theoretic foundations of secure computation and communication in adversarial environments; a rigorous approach, based on precise definitions and provably secure protocols. Topics include private and public key encryption schemes, digital signatures, authentication, pseudorandom generators and functions, one-way functions, trapdoor functions, number theory and computational hardness, identification and zero knowledge protocols.
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.
Prerequisites: (PSYC UN2235) or equivalent course on judgment and decision-making A seminar course exploring strategic decision making (also known as behavioral game theory). This course examines the psychology underlying situations in which outcomes are determined by choices made by multiple decision makers. The prime objective will be to examine the use of experimental games to test psychological theories.
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.