Capstone projects afford a group of students the opportunity to undertake complex, real-world, client-based projects for nonprofit organizations, supervised by a Nonprofit Management program faculty member. Through the semester-long capstone project, students will experience the process of organizational assimilation and integration as they tackle a discrete management project of long or short-term benefit to the client organization. The larger theoretical issues that affect nonprofit managers and their relationships with other stakeholders, both internal and external, will also be discussed within the context of this project-based course.
Prerequisites: familiarity with Brownian motion, Itô's formula, stochastic differential equations, and Black-Scholes option pricing. Prerequisites: Familiarity with Brownian motion, Itô's formula, stochastic differential equations, and Black-Scholes option pricing. Nonlinear Option Pricing is a major and popular theme of research today in quantitative finance, covering a wide variety of topics such as American option pricing, uncertain volatility, uncertain mortality, different rates for borrowing and lending, calibration of models to market smiles, credit valuation adjustment (CVA), transaction costs, illiquid markets, super-replication under delta and gamma constraints, etc. The objective of this course is twofold: (1) introduce some nonlinear aspects of quantitative finance, and (2) present and compare various numerical methods for solving high-dimensional nonlinear problems arising in option pricing.
Required Prerequisite: Math GR5010 Intro to the Math of Finance (or equivalent). Recommended Prerequisite: Stat GR5264 Stochastic Processes – Applications I (or equivalent).
The objective of this course is to introduce students, from a practitioner’s perspective with formal derivations, to the advanced modeling, pricing and risk management techniques of vanilla and exotic options that are traded on derivatives desks, which goes beyond the classical option pricing courses focusing solely on the theory. It also presents the opportunity to design, implement and backtest vol trading strategies. The course is divided in four parts: Advanced Volatility Modeling; Vanilla and Exotic Options: Structuring, Pricing and Hedging; FX/Rates Components: Discounting, Forward Projection, Quanto and Compo Options; Designing and Backtesting Vol Trading Strategies in Python.
The application of Machine Learning (ML) algorithms in the Financial industry is now commonplace, but still nascent in its potential. This course provides an overview of ML applications for finance use cases including trading, investment management, and consumer banking.
Students will learn how to work with financial data and how to apply ML algorithms using the data. In addition to providing an overview of the most commonly used ML models, we will detail the regression, KNN, NLP, and time series deep learning ML models using desktop and cloud technologies.
The course is taught in Python using Numpy, Pandas, scikit-learn and other libraries. Basic programming knowledge in any language is required.
Students conduct research related to biotechnology under the sponsorship of a mentor within the University. The student and the mentor determine the nature and extent of this independent study. In some laboratories, the student may be assigned to work with a postdoctoral fellow, graduate student or a senior member of the laboratory, who is in turn supervised by the mentor. The mentor is responsible for mentoring and evaluating the students progress and performance. Credits received from this course may be used to fulfill the laboratory requirement for the degree. Instructor permission required. Web site: http://www.columbia.edu/cu/biology/courses/g4500-g4503/index.html
Students conduct research related to biotechnology under the sponsorship of a mentor within the University. The student and the mentor determine the nature and extent of this independent study. In some laboratories, the student may be assigned to work with a postdoctoral fellow, graduate student or a senior member of the laboratory, who is in turn supervised by the mentor. The mentor is responsible for mentoring and evaluating the students progress and performance. Credits received from this course may be used to fulfill the laboratory requirement for the degree. Instructor permission required. Web site: http://www.columbia.edu/cu/biology/courses/g4500-g4503/index.html
Students conduct research related to biotechnology under the sponsorship of a mentor outside the University within the New York City Metropolitan Area unless otherwise approved by the Program. The student and the mentor determine the nature and extent of this independent study. In some laboratories, the student may be assigned to work with a postdoctoral fellow, graduate student or a senior member of the laboratory, who is in turn supervised by the mentor. The mentor is responsible for mentoring and evaluating the students progress and performance. Credits received from this course may be used to fulfill the laboratory requirement for the degree. Instructor permission required. Web site: http://www.columbia.edu/cu/biology/courses/g4500-g4503/index.html
Students conduct research related to biotechnology under the sponsorship of a mentor outside the University within the New York City Metropolitan Area unless otherwise approved by the Program. The student and the mentor determine the nature and extent of this independent study. In some laboratories, the student may be assigned to work with a postdoctoral fellow, graduate student or a senior member of the laboratory, who is in turn supervised by the mentor. The mentor is responsible for mentoring and evaluating the students progress and performance. Credits received from this course may be used to fulfill the laboratory requirement for the degree. Instructor permission required. Web site: http://www.columbia.edu/cu/biology/courses/g4500-g4503/index.html
Prerequisites: all 6 MAFN core courses, at least 6 credits of approved electives, and the instructors permission. See the MAFN website for details. This course provides an opportunity for MAFN students to engage in off-campus internships for academic credit that counts towards the degree. Graded by letter grade. Students need to secure an internship and get it approved by the instructor.
This course helps the students understand the job search process and develop the professional skills necessary for career advancement. The students will not only learn the best practices in all aspects of job-seeking but will also have a chance to practice their skills. Each class will be divided into two parts: a lecture and a workshop.
In addition, the students will get support from Teaching Assistants who will be available to guide and prepare the students for technical interviews.
The purpose of this course is for MA in Mathematics of Finance students to gain knowledge and practical skills that are essential in the finance industry. The course will run as a series of lectures and discussions on various relevant topics, such as business communications and career talks that may feature guest speakers from the industry as well as the full-time faculty members. This will prepare the students for their job search, networking, and in their industry jobs in the future.
This course offers students an opportunity to expand their curriculum beyond the established course offerings. Interested parties must consult with the QMSS Program Director before adding the class. This course may be taken for 2-4 points.
This course fulfills the Masters Thesis requirement of the QMSS MA Program. It is designed to help you make consistent progress on your master’s thesis throughout the semester, as well as to provide structure during the writing process. The master’s thesis, upon completion, should answer a fundamental research question in the subject matter of your choice. It should be an academic paper based on data that you can acquire, clean, and analyze within a single semester, with an emphasis on clarity and policy relevance.
This course provides a structured setting for stand-alone M.A. students in their final year and Ph.D. students in their second and third years to develop their research trajectories in a way that complements normal coursework. The seminar meets approximately biweekly and focuses on topics such as research methodology; project design; literature review, including bibliographies and citation practices; grant writing. Required for MESAAS graduate students in their second and third year.
This course provides a wide-ranging survey of conceptual foundations and issues in contemporary human rights. The course examines the philosophical origins of human rights, their explication in the evolving series of international documents, questions of enforcement, and current debates. It also explores topics such as womens rights, development and human rights, the use of torture, humanitarian intervention, and the horrors of genocide. The broad range of subjects covered in the course is intended to assist students in honing their interests and making future course selections in the human rights field.
The Proseminar in Religion is designed to support PhD students within the department as they work on various aspects of professional development. Meeting three times per semester, the sessions will focus on both academic and non-academic career paths, coordinated by a member of the faculty and with guest speakers from both within and beyond the department. The emphasis will be on concrete outputs and skills training. The proseminar will require preparation and active participation from enrolled students, including background reading and writing assignments connected to the monthly topic. After each session focused on a piece of writing (fellowship applications; CVs and cover letters; publishing), students should come away from the proseminar with strong drafts of the relevant texts.
The proseminar is required for all ABD students in year 5 or 6 and can be taken sequentially or not. ABD students are encouraged to speak about the timing of enrollment with the DGS and their dissertation sponsor.
This course provides an introduction to the most widely used methods for measuring and analyzing human brain activity and their application in cognitive neuroscience, complemented by weekly hands-on interactive labs to deepen understanding, experience measurements, and explore analyses.
This course begins with two central and related epistemological problems in conducting ethnographic research: first, the notion that objects of scientific research are ‘made’ through adopting a particular relational stance and asking certain kinds of questions. From framing a research problem and choosing a ‘research context’ story to tell, to the kinds of methods one selects to probe such a problem, the ‘how’ and ‘what’ – or means and content – are inextricably intertwined. A second epistemological problem concerns the artifice of reality, and the nebulous distinction between truth and fiction, no less than the question of where or with whom one locates such truth.
With these issues framing the course, we will work through some key themes and debates in anthropology from the perspective of methodology, ranging from subject/object liminality to incommensurability and radical alterity to the politics of representation. Students will design an ethnographic project of their choosing and conduct research throughout the term, applying different methodological approaches popular in anthropology and the social sciences more generally, such as participant observation, semi-structured interview, diary-keeping and note-taking.
Anthropology GR6085x THING THEORY. The ‘material turn’ is a shorthand for the vast and messy literature on things/objects/materials/ stuff/matter that crosses between and interweaves anthropology, archaeology, art history, science & technology studies (STS), political science, philosophy, and literary studies. Material cultural studies, of varying sorts, ask how things make us. This course explores the turn towards things across the humanities and social sciences over the past few decades. Engaging with the material of worlds, scholars have generated new questions, new modes of analysis, and new accounts of subjectivity, agency, and being. We will read a variety of texts from anthropology, STS, and other disciplines, in order to trace some of the ways in which material objects have become important to scholars in the humanities and social sciences.
Generations of anthropologists have seized upon waste as an object to think through issues as wide-ranging as labor divisions, religious devotion, and processes of social classification and value production. In recent years the discipline has renewed attention to this object by way of puzzling through how apparently intensifying global processes of industrialization, consumption, and extraction shape contemporary politics and ecological sensibilities. This seminar charts some of these moves within and beyond our discipline by inviting students to consider how and to what ends societies work through wasted things but also other kinds of durable leftovers (i.e. “ruins,” “byproducts,” “rubble,” “remainders” etc). Of particular concern for us will be the production and (re)appropriation of things that defy strict classification as “waste,” that is, as things imagined to be readily and permanently ejected from a social group or order. Students will read seminal texts on waste, excess, abjection, and reappropriation alongside ethnographic and historical monographs that take up these themes.
“Theories and Methods” courses in any field are commonly unwieldy beasts. They cannot but be a compromise-formation between contemporary questions and texts, ideas, and definitions (alongside a whole lot of problems) that we have inherited as “canonical” in a field. In the best case, such a course is a passageway into deeper engagement with a field, its histories, its complexities, and its possibilities from which we might wrest and build viable futures. Disciplinary fields are structures where power and knowledge are produced and reproduced. The study of religion is no exception. The questions of “how is ‘religion’ constructed as a category here?” and “what work does the designation of something or someone as ‘religious’ do?” will, therefore, accompany us throughout our work over the course of this semester. We will also examine how different methodological commitments shape what objects of study and which questions come to the fore for the study of religion. This course will explore how the study of religion is not reducible to the study of traditions and communities that are readily recognized as “religious.” However, the vexed histories of the construction of “religion” as a category of knowledge production does also not negate that there are large, varied, and flourishing communities of practice beyond the university for whom whether or not “religion” exists is not at all a question. Holding these layers of complexity in play, this course seeks to introduce students exemplarily to key texts and concepts that have shaped the study of religion as we encounter it today as an academic discipline.
This course is a seminar on research design in anthropological archaeology. It examines the links among theory, method, and data analysis in project design and interpretation.
Twenty-first century literary studies has seen a steadily growing interest in formalist literary theory. This trend has manifested in new movements, such as New Formalism, Historical Poetics, and Quantitative Formalism. This interest in formalism has been accompanied by a widely expressed desire for a better understanding of literary form, and to find ways to connect its study with cultural and political history. The archive of Russian Formalism, a protean movement which was active in the 1910s and 1920s, is a rich source for those interested in rethinking the concept of form today. Beginning in the 1960s and ‘70s, Russian Formalism was interpreted as the precursor to French Structuralism and Post-Structuralism. In this class we seek to recontextualize Russian Formalism—not in terms of the ideas of the Cold War period—but rather in light of the cultural and political milieu of revolutionary and Civil War era Russia. By connecting theories of form with the cultural and political contexts from which they emerged, our goal is to develop an understanding of form as a concept defined not only in aesthetic or linguistic terms, but also as a construct with sociopolitical import.
This course will seek to raise and think through the following questions: What does it mean to talk today about a black radical tradition? What has it meant in the past to speak in these (or cognate) terms? And if we take the debate in part at least to inhabit a normative discursive space, an argumentative space in which to make claims on the moral-political present, what ought it to mean to talk about a black radical tradition?
This seminar examines the history of archaeological thought from its antiquarian beginnings in the 19th century, through archaeology’s professionalization and redefinition as an anthropological science during the mid-20th century, to the emergence of archaeology as a critically self-reflexive discipline during the late-20th century, defined by complicated intellectual ties across the sciences, social sciences, and humanities. Our driving questions are epistemological. How have archaeologists understood the project of interpretation? How have they articulated their relationship to data? What has come to count as evidence and what has not? How have archaeologists organized material remains in the present to make claims about the past? What questions have been posed about past cultures, and how were these “cultures” constructed as objects of study in the first place? Is archaeology best understood as a generalizing science, a historically oriented humanity, or both—and how and why has the discipline’s answer to this question evolved over time? How do the situated positions of archaeologists within contemporary society impact the claims they make about the past?
Practical and theoretical issues relating to the teaching of psychology and the psychology of teaching.
Students spend two to four days per week studying the clinical aspects of radiation therapy physics. Projects on the application of medical physics in cancer therapy within a hospital environment are assigned; each entails one or two weeks of work and requires a laboratory report. Two areas are emphasized: 1. computer-assisted treatment planning (design of typical treatment plans for various treatment sites including prostate, breast, head and neck, lung, brain, esophagus, and cervix) and 2. clinical dosimetry and calibrations (radiation measurements for both photon and electron beams, as well as daily, monthly, and part of annual QA).
Advanced technology applications in radiation therapy physics, including intensity modulated, image guided, stereotactic, and hypofractionated radiation therapy. Emphasis on advanced technological, engineering, clinical, and quality assurance issues associated with high technology radiation therapy and the special role of the medical physicist in the safe clinical application of these tools.
Practical applications of diagnostic radiology for various measurements and equipment assessments. Instruction and supervised practice in radiation safety procedures, image quality assessments, regulatory compliance, radiation dose evaluations and calibration of equipment. Students participate in clinical QC of the following imaging equipment: radiologic units (mobile and fixed), fluoroscopy units (mobile and fixed), angiography units, mammography units, CT scanners, MRI units and ultrasound units. The objective is familiarization in routine operation of test instrumentation and QC measurements utilized in diagnostic medical physics. Students are required to submit QC forms with data on three different types of radiology imaging equipment.
This course will consider museums as reflectors of social priorities which store important objects and display them in ways that present significant cultural messages. Students visit several New York museums to learn how a museum functions.
Practical applications of nuclear medicine theory and application for processing and analysis of clinical images and radiation safety and quality assurance programs. Topics may include tomography, instrumentation, and functional imaging. Reports.
Radiation protection practices and procedures for clinical and biomedical research environments. Includes design, radiation safety surveys of diagnostic and therapeutic machine source facilities, the design and radiation protection protocols for facilities using unsealed sources of radioactivity – nuclear medicine suites and sealed sources – brachytherapy suites. Also includes radiation protection procedures for biomedical research facilities and the administration of programs for compliance to professional health physics standards and federal and state regulatory requirements for the possession and use of radioactive materials and machine sources of ionizing and non ionizing radiations in clinical situations. Individual topics are decided by the student and the collaborating Clinical Radiation Safety Officer.
This course is designed to introduce the student to key debates in the study of societies marked by the centrality of settler-native relations: We shall focus on four key debates: (a) how to conceptualize extreme violence, as criminal or political; (b) the relationship of perpetrators to beneficiaries; (c) the significance of human rights institutions, from the Nuremberg Court to the International Criminal Court to the question of decolonization: and (d) the making of a political community of survivors after catastrophe. The class will be organized around several case studies: (a) Ireland; (b) the Americas; (c) Haiti; (d) Australia; (e) the Nuremberg Court; (f) South Africa; and (g) Israel / Palestine.
Prerequisites: A4404: or the instructor's permission Discussion of major issues in transportation at several levels, from national to local, and covering the economic, political, and social implications of decision-making in transportation. Current topics and case studies are investigated.\n \n
Prerequisites: permission of the faculty member who will direct the teaching. Participation in ongoing teaching.
Prerequisites: permission of the departmental adviser to Graduate Studies.
This course will try to study the development of various aspects of theorization of the secular and the transformations of religion under modernity. It will be mainly based on close textual reading of important theoretical arguments representing important stages in the development of these arguments from the time of the Enlightenment to present day academic debates.
The first section will focus on the emergence of theories of a secular state in European philosophy starting with texts from Spinoza, Hobbes, and Hume. We shall also range over some ancillary texts that illustrate the nature of secularist arguments against religious beliefs and practices. The second section will concentrate on the development of the sociological tradition with focus on the works of Fustel de Coulanges, Max Weber and Ernst Troletsch. A short third section will focus on the establishment of religious studies as an academic discipline by looking at the works of a pioneer of this discipline: Wilfred Cantwell Smith. The fourth section will take up for reading and critical examination four different academic discussions in recent years: stemming from the work of Indian debates on secularism, from academic debates about the anthropology of religion, and especially studies of Islam started by the work of Talal Asad and responses it attracted. Finally, we shall take up critical works which revisit arguments from Weber by Charles Taylor and Hans Joas. The final weeks of the course will be devoted to conclusions drawn from these intersecting readings across historical time and space.
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 todays most significant human rights issues and controversies. While the topics are necessarily law-related, the course will assume no prior exposure to legal studies.