Corequisites: IEOR E4501 Co-requisite: IEOR E4501 Tools for Analytics. Survey tools available in Python for getting, cleaning, and analyzing data. Obtain data from files (csv, html, json, xml) and databases (Mysql, PostgreSQL, NoSQL), cover the rudiments of data cleaning, and examine data analysis, machine learning and data visualization packages (numpy, Pandas, Scikitlearn, bokeh) available in Python. Brief overview of natural language processing, network analysis, and big data tools available in Python. Contains a group project component that will require students to gather, store, and analyze a data set of their choosing.
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.
Prerequisites: IEOR E4501 and IEOR E4523 To introduce students to the programming issues around working with clouds for data analytics. The class will learn how to work with the infrastructure of cloud platforms, and discussion about distributed computing, the focus of the course is on programming. Topics covered will include MapReduce, parallelism, the rewriting of algorithms (statistical, OR, and machine learning) for the cloud, and the basics of porting applications so that they run on the cloud.
Prerequisites: (EEME E3601) or (ELEN E3201) Real-time control using digital computers. Solving scalar and state-space difference equations. Discrete equivalents of continuous systems fed by holds. Z-transer functions. Creating closed-loop difference equation models by Z-transform and state variable approaches. The Nyquist frequency and sample rate selection. Classical and modern based digital control laws. Digital system identification.
This course interrogates seminal issues in the academic study of Islam through its popular representation in various forms of media from movies and television to novels and comic books. The class is structured around key theoretical readings from a range of academic disciplines ranging from art history and anthropology to comparative literature and religion. The course begins by placing the controversies surrounding the visual depiction of Muhammad in historical perspective (Gruber). This is followed by an examination of modern portrayals of Muslims in film that highlights both the vilification of the “other” (Shaheen) and the persistence of colonial discourses centered on the “native informant” (Mamdani). Particular emphasis is given to recent pop cultural works that challenge these simplistic discourses of Islam. The second half of the course revisits Muhammad, employing an anthropological framework (Asad) to understand the controversies surrounding Salman Rushdie’s Satanic Verses. The obsession with a gendered depiction of Islam is then examined through an anthropological framework that sheds light on the problems of salvation narratives (Abu Lughod). The course ends with a look at the unique history of Islam in America, particularly the tension between immigrant and African-American communities.
Prerequisites: Physical chemistry or instructors permission. Self-contained treatments of selected topics in soft materials (e.g. polymers, colloids, amphiphiles, liquid crystals, glasses, powders). Topics and instructor may change from year to year. Intended for junior/senior level undergraduates and graduate students in engineering and the physical sciences.
During the mid-twentieth century painting rose to a hegemonic position among the fine arts, and then quickly descended, at least in the eyes of critics, if not the market. New technologies would enable a host of “new media” that often supplanted and always transformed traditional ones. By the 1960s the dominant narratives that had given abstract painting a logic had lost favor, and new challenges were posed to artists who wanted to work in a medium that was increasingly seen as artistically regressive. As well, institutions that had often tamed radical art in the name of aesthetic sublimation were coming under increasing fire for suppressing—by the choice to show only paintings of a certain, largely “formalist” kind—alternative voices. This course will examine the ways painters negotiated these challenges and gave rise to the proliferation of types of painting that flourished later.
This summer intensive investigates histories and theories of performance art through creative assignments, experiential exercises, and research projects inside and outside of the classroom. The interdisciplinary course is grounded in the rich history of performance art in New York City. Beginning with local antecedents in nineteenth century vaudeville and Dada and Harlem Renaissance following WWI, we will chart how performance art flourished in the experimental downtown milieu of the 1960s and 70s to become a crucial platform for contemporary explorations of identity, body politics, and social relations. Along the way, we will draw on the city’s museums and archives and the urban environment itself as sites of living history and collaborative learning.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Prerequisites: (COMS W3134 or COMS W3136 or COMS W3137) and any course on probability. 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.
Enrollment in this course acknowledges the student’s participation in a Engineering Design Challenge. Students enroll ENGI E4701 for zero credit, zero fees to acknowledge their participation. Specific courses dates will be determed by the individual faculty of each section.
Section 001 Enabling safer medical care in a world shaped by COVID-19:
COVID-19 has changed our world. The last few months have demonstrated how dangerous it can be for healthcare workers to interact directly with patients. Also, the new inherent risks of accessing medical care at a healthcare facility present a new challenge for patients and their support network.
Section 002 Reducing inequity in a world shaped by COVID-19:
COVID has disproportionately affected different communities and has increased inequality. This includes inequality in employment, time, health care, risks, ability to communicate, education, loneliness, and connectivity. How can we reduce the rising inequality brought about by COVID?
Section 003 Accelerating scaled vaccine production to meet a pandemic response:
Elmer Gaden, “the father of bioprocess engineering,” pioneered deep tank fermentation of mold for the industrial production of penicillin, ushering in the modern-day bioprocess industry, and providing broad access to antibiotics in WWII and beyond. Today, we are faced with a similar scale-up and access challenge with respect to vaccines and pandemics. In ordinary times, the production of and distribution of vaccines presents many technical and logistical challenges. Responding to worldwide pandemics such as COVID-19 with a vaccine presents additional complexity, not only concerning safety and efficacy vis a vis novelty and speed, but also with respect to access, manufacturability, and resources.
Section 004 Mitigating Climate Change through Innovative Energy Storage Applications:
The transition from humanity’s reliance on fossil fuels to renewables is key to climate change mitigation. Energy storage is necessary to achieve such goals. With the advent of electric vehicles, we can see the transition beginning. You are tasked with developing a new application where energy storage will help revolutionize how humanity is powered.
Section 005 Promoting social interactions in a world shaped by COVID-19:
COVID-19 has changed our world. Whether through fear for our health, or a
Enrollment in this course acknowledges the student’s participation in a Engineering Design Challenge. Students enroll ENGI E4701 for zero credit, zero fees to acknowledge their participation. Specific courses dates will be determed by the individual faculty of each section.
Section 001 Enabling safer medical care in a world shaped by COVID-19:
COVID-19 has changed our world. The last few months have demonstrated how dangerous it can be for healthcare workers to interact directly with patients. Also, the new inherent risks of accessing medical care at a healthcare facility present a new challenge for patients and their support network.
Section 002 Reducing inequity in a world shaped by COVID-19:
COVID has disproportionately affected different communities and has increased inequality. This includes inequality in employment, time, health care, risks, ability to communicate, education, loneliness, and connectivity. How can we reduce the rising inequality brought about by COVID?
Section 003 Accelerating scaled vaccine production to meet a pandemic response:
Elmer Gaden, “the father of bioprocess engineering,” pioneered deep tank fermentation of mold for the industrial production of penicillin, ushering in the modern-day bioprocess industry, and providing broad access to antibiotics in WWII and beyond. Today, we are faced with a similar scale-up and access challenge with respect to vaccines and pandemics. In ordinary times, the production of and distribution of vaccines presents many technical and logistical challenges. Responding to worldwide pandemics such as COVID-19 with a vaccine presents additional complexity, not only concerning safety and efficacy vis a vis novelty and speed, but also with respect to access, manufacturability, and resources.
Section 004 Mitigating Climate Change through Innovative Energy Storage Applications:
The transition from humanity’s reliance on fossil fuels to renewables is key to climate change mitigation. Energy storage is necessary to achieve such goals. With the advent of electric vehicles, we can see the transition beginning. You are tasked with developing a new application where energy storage will help revolutionize how humanity is powered.
Section 005 Promoting social interactions in a world shaped by COVID-19:
COVID-19 has changed our world. Whether through fear for our health, or a
Enrollment in this course acknowledges the student’s participation in a Engineering Design Challenge. Students enroll ENGI E4701 for zero credit, zero fees to acknowledge their participation. Specific courses dates will be determed by the individual faculty of each section.
Section 001 Enabling safer medical care in a world shaped by COVID-19:
COVID-19 has changed our world. The last few months have demonstrated how dangerous it can be for healthcare workers to interact directly with patients. Also, the new inherent risks of accessing medical care at a healthcare facility present a new challenge for patients and their support network.
Section 002 Reducing inequity in a world shaped by COVID-19:
COVID has disproportionately affected different communities and has increased inequality. This includes inequality in employment, time, health care, risks, ability to communicate, education, loneliness, and connectivity. How can we reduce the rising inequality brought about by COVID?
Section 003 Accelerating scaled vaccine production to meet a pandemic response:
Elmer Gaden, “the father of bioprocess engineering,” pioneered deep tank fermentation of mold for the industrial production of penicillin, ushering in the modern-day bioprocess industry, and providing broad access to antibiotics in WWII and beyond. Today, we are faced with a similar scale-up and access challenge with respect to vaccines and pandemics. In ordinary times, the production of and distribution of vaccines presents many technical and logistical challenges. Responding to worldwide pandemics such as COVID-19 with a vaccine presents additional complexity, not only concerning safety and efficacy vis a vis novelty and speed, but also with respect to access, manufacturability, and resources.
Section 004 Mitigating Climate Change through Innovative Energy Storage Applications:
The transition from humanity’s reliance on fossil fuels to renewables is key to climate change mitigation. Energy storage is necessary to achieve such goals. With the advent of electric vehicles, we can see the transition beginning. You are tasked with developing a new application where energy storage will help revolutionize how humanity is powered.
Section 005 Promoting social interactions in a world shaped by COVID-19:
COVID-19 has changed our world. Whether through fear for our health, or a
Enrollment in this course acknowledges the student’s participation in a Engineering Design Challenge. Students enroll ENGI E4701 for zero credit, zero fees to acknowledge their participation. Specific courses dates will be determed by the individual faculty of each section.
Section 001 Enabling safer medical care in a world shaped by COVID-19:
COVID-19 has changed our world. The last few months have demonstrated how dangerous it can be for healthcare workers to interact directly with patients. Also, the new inherent risks of accessing medical care at a healthcare facility present a new challenge for patients and their support network.
Section 002 Reducing inequity in a world shaped by COVID-19:
COVID has disproportionately affected different communities and has increased inequality. This includes inequality in employment, time, health care, risks, ability to communicate, education, loneliness, and connectivity. How can we reduce the rising inequality brought about by COVID?
Section 003 Accelerating scaled vaccine production to meet a pandemic response:
Elmer Gaden, “the father of bioprocess engineering,” pioneered deep tank fermentation of mold for the industrial production of penicillin, ushering in the modern-day bioprocess industry, and providing broad access to antibiotics in WWII and beyond. Today, we are faced with a similar scale-up and access challenge with respect to vaccines and pandemics. In ordinary times, the production of and distribution of vaccines presents many technical and logistical challenges. Responding to worldwide pandemics such as COVID-19 with a vaccine presents additional complexity, not only concerning safety and efficacy vis a vis novelty and speed, but also with respect to access, manufacturability, and resources.
Section 004 Mitigating Climate Change through Innovative Energy Storage Applications:
The transition from humanity’s reliance on fossil fuels to renewables is key to climate change mitigation. Energy storage is necessary to achieve such goals. With the advent of electric vehicles, we can see the transition beginning. You are tasked with developing a new application where energy storage will help revolutionize how humanity is powered.
Section 005 Promoting social interactions in a world shaped by COVID-19:
COVID-19 has changed our world. Whether through fear for our health, or a
Enrollment in this course acknowledges the student’s participation in a Engineering Design Challenge. Students enroll ENGI E4701 for zero credit, zero fees to acknowledge their participation. Specific courses dates will be determed by the individual faculty of each section.
Section 001 Enabling safer medical care in a world shaped by COVID-19:
COVID-19 has changed our world. The last few months have demonstrated how dangerous it can be for healthcare workers to interact directly with patients. Also, the new inherent risks of accessing medical care at a healthcare facility present a new challenge for patients and their support network.
Section 002 Reducing inequity in a world shaped by COVID-19:
COVID has disproportionately affected different communities and has increased inequality. This includes inequality in employment, time, health care, risks, ability to communicate, education, loneliness, and connectivity. How can we reduce the rising inequality brought about by COVID?
Section 003 Accelerating scaled vaccine production to meet a pandemic response:
Elmer Gaden, “the father of bioprocess engineering,” pioneered deep tank fermentation of mold for the industrial production of penicillin, ushering in the modern-day bioprocess industry, and providing broad access to antibiotics in WWII and beyond. Today, we are faced with a similar scale-up and access challenge with respect to vaccines and pandemics. In ordinary times, the production of and distribution of vaccines presents many technical and logistical challenges. Responding to worldwide pandemics such as COVID-19 with a vaccine presents additional complexity, not only concerning safety and efficacy vis a vis novelty and speed, but also with respect to access, manufacturability, and resources.
Section 004 Mitigating Climate Change through Innovative Energy Storage Applications:
The transition from humanity’s reliance on fossil fuels to renewables is key to climate change mitigation. Energy storage is necessary to achieve such goals. With the advent of electric vehicles, we can see the transition beginning. You are tasked with developing a new application where energy storage will help revolutionize how humanity is powered.
Section 005 Promoting social interactions in a world shaped by COVID-19:
COVID-19 has changed our world. Whether through fear for our health, or a
Enrollment in this course acknowledges the student’s participation in a Engineering Design Challenge. Students enroll ENGI E4701 for zero credit, zero fees to acknowledge their participation. Specific courses dates will be determed by the individual faculty of each section.
Section 001 Enabling safer medical care in a world shaped by COVID-19:
COVID-19 has changed our world. The last few months have demonstrated how dangerous it can be for healthcare workers to interact directly with patients. Also, the new inherent risks of accessing medical care at a healthcare facility present a new challenge for patients and their support network.
Section 002 Reducing inequity in a world shaped by COVID-19:
COVID has disproportionately affected different communities and has increased inequality. This includes inequality in employment, time, health care, risks, ability to communicate, education, loneliness, and connectivity. How can we reduce the rising inequality brought about by COVID?
Section 003 Accelerating scaled vaccine production to meet a pandemic response:
Elmer Gaden, “the father of bioprocess engineering,” pioneered deep tank fermentation of mold for the industrial production of penicillin, ushering in the modern-day bioprocess industry, and providing broad access to antibiotics in WWII and beyond. Today, we are faced with a similar scale-up and access challenge with respect to vaccines and pandemics. In ordinary times, the production of and distribution of vaccines presents many technical and logistical challenges. Responding to worldwide pandemics such as COVID-19 with a vaccine presents additional complexity, not only concerning safety and efficacy vis a vis novelty and speed, but also with respect to access, manufacturability, and resources.
Section 004 Mitigating Climate Change through Innovative Energy Storage Applications:
The transition from humanity’s reliance on fossil fuels to renewables is key to climate change mitigation. Energy storage is necessary to achieve such goals. With the advent of electric vehicles, we can see the transition beginning. You are tasked with developing a new application where energy storage will help revolutionize how humanity is powered.
Section 005 Promoting social interactions in a world shaped by COVID-19:
COVID-19 has changed our world. Whether through fear for our health, or a
Enrollment in this course acknowledges the student’s participation in a Engineering Design Challenge. Students enroll ENGI E4701 for zero credit, zero fees to acknowledge their participation. Specific courses dates will be determed by the individual faculty of each section.
Section 001 Enabling safer medical care in a world shaped by COVID-19:
COVID-19 has changed our world. The last few months have demonstrated how dangerous it can be for healthcare workers to interact directly with patients. Also, the new inherent risks of accessing medical care at a healthcare facility present a new challenge for patients and their support network.
Section 002 Reducing inequity in a world shaped by COVID-19:
COVID has disproportionately affected different communities and has increased inequality. This includes inequality in employment, time, health care, risks, ability to communicate, education, loneliness, and connectivity. How can we reduce the rising inequality brought about by COVID?
Section 003 Accelerating scaled vaccine production to meet a pandemic response:
Elmer Gaden, “the father of bioprocess engineering,” pioneered deep tank fermentation of mold for the industrial production of penicillin, ushering in the modern-day bioprocess industry, and providing broad access to antibiotics in WWII and beyond. Today, we are faced with a similar scale-up and access challenge with respect to vaccines and pandemics. In ordinary times, the production of and distribution of vaccines presents many technical and logistical challenges. Responding to worldwide pandemics such as COVID-19 with a vaccine presents additional complexity, not only concerning safety and efficacy vis a vis novelty and speed, but also with respect to access, manufacturability, and resources.
Section 004 Mitigating Climate Change through Innovative Energy Storage Applications:
The transition from humanity’s reliance on fossil fuels to renewables is key to climate change mitigation. Energy storage is necessary to achieve such goals. With the advent of electric vehicles, we can see the transition beginning. You are tasked with developing a new application where energy storage will help revolutionize how humanity is powered.
Section 005 Promoting social interactions in a world shaped by COVID-19:
COVID-19 has changed our world. Whether through fear for our health, or a
Current topics in engineering. Subject matter will vary by topic.
Current topics in engineering. Subject matter will vary by topic.
Current topics in engineering. Subject matter will vary by topic.
Current topics in engineering. Subject matter will vary by topic.
Current topics in engineering. Subject matter will vary by topic.
Current topics in engineering. Subject matter will vary by topic.
Prerequisites: (COMS W3134 or COMS W3136 or COMS W3137) or the instructors permission. Computational approaches to natural language generation and understanding. Recommended preparation: some previous or concurrent exposure to AI or Machine Learning. Topics include information extraction, summarization, machine translation, dialogue systems, and emotional speech. Particular attention is given to robust techniques that can handle understanding and generation for the large amounts of text on the Web or in other large corpora. Programming exercises in several of these areas.
Survey, lab, and field experiments have become increasingly prominent ways of studying politics and political behavior. In this course, we will discuss the logic of experimentation, its strengths and weaknesses compared to other methodologies, and the ways in which experimentation has been -- and could be -- used to investigate political phenomena. We will discuss a wide array of applications; examples include ethnic discrimination, gender-based violence, voter turnout, uncivil discourse, media effects, and money-driven access to legislators. Students will learn how to interpret and design experiments.
Survey, lab, and field experiments have become increasingly prominent ways of studying politics and political behavior. In this course, we will discuss the logic of experimentation, its strengths and weaknesses compared to other methodologies, and the ways in which experimentation has been -- and could be -- used to investigate political phenomena. We will discuss a wide array of applications; examples include ethnic discrimination, gender-based violence, voter turnout, uncivil discourse, media effects, and money-driven access to legislators. Students will learn how to interpret and design experiments.
This is the required discussion section for
POLS GU4708.
Prerequisites: IEOR E4700: Introduction to Financial Engineering, additional pre-requisites will be announced depending on offering. Selected topics of interest in the area of quantitative finance. Offerings vary each year; some topics include: Energy Derivatives, Experimental Finance, Foreign Exchange and Related Derivative Instruments, Inflation Derivatives, Hedge Fund Management, Modeling Equity Derivatives in Java, Mortgage-backed Securities, Numerical Solutions of Partial Differential Equations, Quantitative Portfolio Management, Risk Management, Trade and Technology in Financial Markets. AI Applications in Finance: Visual Introduction to Optimization, Deep Learning, AI & its Applications in Finance & beyond, Options, Option Valuation & Pricing, Market Instruments, Data-Driven Analysis on various different market Data (LIBORs, Swaps, ED, &etc.), Model Calibration, Market proxy models /Models replicating market dynamics & movements, Trading, Big Data, and AI
Prerequisites: IEOR E4700: Introduction to Financial Engineering, additional pre-requisites will be announced depending on offering. Selected topics of interest in the area of quantitative finance. Offerings vary each year; some topics include: Energy Derivatives, Experimental Finance, Foreign Exchange and Related Derivative Instruments, Inflation Derivatives, Hedge Fund Management, Modeling Equity Derivatives in Java, Mortgage-backed Securities, Numerical Solutions of Partial Differential Equations, Quantitative Portfolio Management, Risk Management, Trade and Technology in Financial Markets. AI Applications in Finance: Visual Introduction to Optimization, Deep Learning, AI & its Applications in Finance & beyond, Options, Option Valuation & Pricing, Market Instruments, Data-Driven Analysis on various different market Data (LIBORs, Swaps, ED, &etc.), Model Calibration, Market proxy models /Models replicating market dynamics & movements, Trading, Big Data, and AI
Prerequisites: Any introductory course in linear algebra and any introductory course in statistics are both required. Highly recommended: COMS W4701 or knowledge of Artificial Intelligence. Topics from generative and discriminative machine learning including least squares methods, support vector machines, kernel methods, neural networks, Gaussian distributions, linear classification, linear regression, maximum likelihood, exponential family distributions, Bayesian networks, Bayesian inference, mixture models, the EM algorithm, graphical models and hidden Markov models. Algorithms implemented in MATLAB.
Core topics from unsupervised learning such as clustering, dimensionality reduction and density estimation will be studied in detail. Topics in clustering: k-means clustering, hierarchical clustering, spectral clustering, clustering with various forms of feedback, good initialization techniques and convergence analysis of various clustering procedures. Topics in dimensionality reduction: linear techniques such as PCA, ICA, Factor Analysis, Random Projections, non-linear techniques such as LLE, IsoMap, Laplacian Eigenmaps, tSNE, and study of embeddings of general metric spaces, what sorts of theoretical guarantees can one provide about such techniques. Miscellaneous topics: design and analysis of datastructures for fast Nearest Neighbor search such as Cover Trees and LSH. Algorithms will be implemented in either Matlab or Python.
In this class we will consider the various forms and functions of humor in written prose, discussing techniques and approaches to humor writing. Students will write their own humorous stories and essays which we will read and discuss in class, focusing not only on what is or isn't funny, but on how humor can be advantageously used to increase the power of an overall piece. The class will also break down stories, novels, and essays from a variety of authors-Bill Hicks' political satire; the darkly comedic fiction of Barry Hannah and Paul Beatty; the absurd humor of Tina Fey and Baratunde Thurston; Anthony Lane's charming British snarkiness; Spy Magazine's sharply parodic voice; Woody Allen's one-liners; Lena Dunham's zeitgeist comedy-in an effort to better understand what makes their humor work. Students will be asked to write stories inspired and influenced by these authors. As we critique each other's work, we will investigate strategies related to the craft of humor writing, including self-deprecation, political satire, humor and the other, going blue, dark comedy, schtick, humor as a means vs. humor as an end, crossing the line, and how to write funny without sacrificing substance.
The course focuses on the nexus between energy and security as it reveals in the policies and interaction of leading energy producers and consumers. Topics include: hydrocarbons and search for stability and security in the Persian Gulf, Caspian basin, Eurasia, Africa and Latin America; Russia as a global energy player; role of natural gas in the world energy balance and European energy security; transformation of the global energy governance structure; role and evolution of the OPEC; introduction into energy economics; dynamics and fundamentals of the global energy markets; IOCs vs NOCs; resource nationalism, cartels, sanctions and embargoes; Asia's growing energy needs and its geo-economic and strategic implications; nuclear energy and challenges to non-proliferation regime; alternative and renewable sources of energy; climate change and attempts of environmental regulation; emerging international carbon regimes and search for optimal models of sustainable development. Special focus on implications of the shale revolution and technological innovations on U.S. energy security.
Prerequisites: (IEOR E3658) or equivalent. Characterization of stochastic processes as models of signals and noise; stationarity, ergodicity, correlation functions, and power spectra. Gaussian processes as models of noise in linear and nonlinear systems; linear and nonlinear transformations of random processes; orthogonal series representations. Applications to circuits and devices, to communication, control, filtering, and prediction.
The interaction of intelligence and political decision-making in the U.S. other Western democracies, Russia and China. Peculiarities of intelligence in the Middle East (Israel, Iran, Pakistan). Intelligence analyzed both as a governmental institution and as a form of activity, with an emphasis on complex relations within the triangle of intelligence communities, national security organizations, and high-level political leadership. Stages and disciplines of intelligence process. Intelligence products and political decision-making. The function of intelligence considered against the backdrop of rapid evolution of information technologies, changing meaning of homeland security, and globalization. Particular emphasis on the role of intelligence in the prevention of terrorism and WMD proliferation.
The interaction of intelligence and political decision-making in the U.S. other Western democracies, Russia and China. Peculiarities of intelligence in the Middle East (Israel, Iran, Pakistan). Intelligence analyzed both as a governmental institution and as a form of activity, with an emphasis on complex relations within the triangle of intelligence communities, national security organizations, and high-level political leadership. Stages and disciplines of intelligence process. Intelligence products and political decision-making. The function of intelligence considered against the backdrop of rapid evolution of information technologies, changing meaning of homeland security, and globalization. Particular emphasis on the role of intelligence in the prevention of terrorism and WMD proliferation.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Enrollment in this course acknowledges the student’s participation in research with an Engineering faculty member.
Working with a faculty member and a team of 3-5 graduate or undergraduate students, students will have the opportunity to work on a small research project. Students can enroll ENGI E3900/4900 for zero credit, zero fees; students who wish to earn academic credit can enroll in the faculty member’s independent research course or Fieldwork. The specific requirements for the project is defined by the faculty members. Research groups meet weekly with their faculty member. Students are also encouraged to submit bi-weekly progress reports to the faculty member. Upon completion of the research project (end of July/beginning of August), each research team will participate in a research symposium to present their research and deliverables.
Prerequisites: Approval by a faculty member who agrees to supervise the work. Independent work involving experiments, computer programming, analytical investigation, or engineering design.
The international norms for protecting children in emergencies, including some UN Security Council resolutions, notably resolutions 1612 and 1820, aimed at ending the abuse of children and civilians in the context of war are by most accounts stronger and more comprehensive than ever before. And yet, according to the UN Secretary-General’s (SG) annual report on children and armed conflict last year armed conflicts around the world led to at least 4,000 verified rights violations against children committed by government forces and over 11,500 by non-state militant groups. The violations include killing or maiming, recruitment or use of children in hostilities, sexual violence, using children as human bombs, abductions, the denial of humanitarian access, and attacks on schools and hospitals. About 50 percent of the estimated 26 million people currently displaced by armed conflicts and violence are children. According to UNICEF, 2017 was one of the worst years for children caught in conflicts and besieged areas. From being deployed as human shields to acting as suicide bombers, children have become targets on a vast scale.
In this course (whose title is taken from the name of the final episode of The Sopranos) we focus on America’s three greatest practitioners of the so-called “Mafia Movie.” In the first half of the course we examine representations of Mafia in the films of Coppola and Scorsese; in the second half, we perform a comprehensive reading of The Sopranos, a serial that redefined not only the gangster genre, but the aesthetic possibilities of television itself. In addition to our close-readings of the primary cinematic texts, we will pay attention to literary, historical, and anthropological sources on Mafia, both in America and in Italy. In the unit on The Sopranos, we will also consider connections to other contemporary representations of American gangsterism, particularly in the medium of television. Critical avenues privileged will include gender, sexuality, criminal and political economy, poetics of place, internationalism, dialect, plurilingualism and the politics of language, ethnicity and race, diaspora, philosophies of violence, philosophies of power.
This class is designed for the beginner student to gain working level knowledge of basic Spanish vocabulary, verb conjugation, and medical terminology for use in a clinical setting. In addition to short lectures to facilitate grammar and usage patterns, class time will be used for intensive speaking practice to improve pronunciation, enhance comprehension, and build confidence in using Spanish through the use of hypothetical scenarios, student presentations, and small group discussions to improve Spanish language and Spanish language proficiency.
This class is designed for the intermediate student to gain a more advanced level knowledge of Spanish vocabulary, verb conjugation, and medical terminology for use in a clinical setting. In addition to short lectures to facilitate grammar and usage patterns, class time will be used for intensive speaking practice to improve pronunciation, enhance comprehension, and build confidence in using Spanish through the use of hypothetical scenarios, student presentations, and small group discussions to improve Spanish language and Spanish language proficiency.
This seminar will expose students to classical texts in political theory relating to revolutionary action, political ethics and social militancy from the Communist Manifesto to 1968. The course will explore the idea of revolutionary ethics as conceived by Western and non-Western political philosophers and militants. The discussion will stress the connection between philosophers and revolutionary leaders and the transformation of the idea of radical politics through the dialogue between these two discourses (the philosophical and the militant) and the public reception of revolutionary events in the media and commemorative writings. Authors will be examined according to their historical context and their role in the tradition of political thought and the history of radical politics from 1848 to the mid-sixties. Students will be exposed to different discourses of political militancy and radical politics and to reflect on the ethical implications of the history of radical thought and action in comparative perspective.
Prerequisites: Instructor's permission. Special topics arranged as the need and availability arises. Topics are usually offered on a one-time basis. Since the content of this course changes each time it is offered, it may be repeated for credit. Consult the department for section assignment.
Masters level independent project involving theoretical, computational, experimental or engineering design work. May be repeated, subject to Masters Program guidelines.
Masters level independent project involving theoretical, computational, experimental or engineering design work. May be repeated, subject to Masters Program guidelines.
Masters level independent project involving theoretical, computational, experimental or engineering design work. May be repeated, subject to Masters Program guidelines.