Aimed at seniors and graduate students. Provides classroom experience on chemical engineering process safety as well as Safety in Chemical Engineering certification. Process safety and process control emphasized. Application of basic chemical engineering concepts to chemical reactivity hazards, industrial hygiene, risk assessment, inherently safer design, hazard operability analysis, and engineering ethics. Application of safety to full spectrum of chemical engineering operations.
Introduces human-centered design process. Includes learning from and evaluating with customers, creating new ideas collaboratively as part of a team, simple ways to prototype both physical and digital experience, and presenting ideas with impact. Develop skills and experience by practicing process as they engage in various design challenges.
Open only to students in the department. A survey of laboratory methods used in research. Students rotate through the major laboratories of the department.
MS IEOR students only. Introduction programming in Python, tools with the programmer's ecosystem. Python, Data Analysis tools in Python (NumPy, pandas, bokeh), GIT, Bash, SQL, VIM, Linux/Debia, SSH.
The climate crisis is a defining feature of contemporary life. How did we get here? This course considers the historical, social, ethical, and political life of global warming in an effort to better understand the present climate age. Themes and topics include: the origins of fossil fuel-based energy systems and the cultural life of oil; the history of climate science and the geopolitics of climate knowledge production; the emergence of climate change as a global political issue; debates about political responses to climate change versus market-based approaches; the question of culpability and who should be held responsible for causing global warming; and the recent emergence of a global climate justice movement and its relationship to racial justice and indigenous rights movements.
Introduction to theory and practice of computer user interface design, emphasizes software design of user interfaces in websites, automobiles, IoT, etc. Topics include basic interaction devices and techniques, human factors, interaction styles, dialogue design, and software infrastructure. Design and programming projects are required.
Zero-credit course. Primer on Python for analytics concepts. Required for MSBA students.
An interdisciplinary investigation into Italian culture and society in the years between Unification in 1860 and the outbreak of World War I. Drawing on novels, historical analyses, and other sources including film and political cartoons, the course examines some of the key problems and trends in the cultural and political history of the period. Lectures, discussion and required readings will be in English. Students with a knowledge of Italian are encouraged to read the primary literature in Italian.
Prerequisites: MDES W4501 or the instructors permission. Students must have a good familiarity with the Hebrew verb system, and the ability to read a text without vowels. This course focuses on central identities shaping Israeli society and is designed to give students extensive experience in reading Hebrew. Through selected readings of contemporary literary works and media texts, students will increase their proficiency in Hebrew and enhance their understanding of Israeli culture and society. All readings, written assignments, and class discussions are in Hebrew. No P/D/F or R credit is allowed for this class.
Intended to build familiarity with using Python for ingesting, analyzing, visualizing, and interpreting data. Includes data ingesting techniques, using libraries (pandas and numpy), data analytics, machine learning (using SciKit-Learn), visualization, and big data analytics (Spark).
Survey of frontier research in technological areas to address world's most important challenges. Areas include advanced materials, biotech, and sustainability and climate. Convergence of breakthrough research with entrepreneurship, industry, and policy.
IEOR students only. Understand digital businesses, apply scientific, engineering thinking to digital economy. Data-driven digital strategies and operating models. Sectors: ecommerce, advertising technology, and marketing technology. Automation of the marketing, sales, and advertising functions. Algorithms, patents, and business models. Business side of the digital ecosytem and the digital economy.
Prerequisites: CHNS W3302 or the equivalent. Admission after placement exam. Focusing on Tang and Song prose and poetry, introduces a broad variety of genres through close readings of chosen texts as well as the specific methods, skills, and tools to approach them. Strong emphasis on the grammatical and stylistic analysis of representative works. CC GS EN CE
Covers fundamental engineering design tools for creating and testing physical products. Includes basics of computer-aided design, circuit design and use of microcontrollers, Internet of Things, and computational modeling and simulation. Additional hands-on exposure to tools for high-fidelity physical prototyping in Makerspace. Mini-project design involving an engineering device or system incorporated tools.
Jews have stood on every imaginable side of criminal justice: accuser and accused; prosecutor, defendant, and defender; judge and judged; spectator; storyteller; journalist; critic; advocate. How did Jews approach these various roles, and what notions of crime, criminality, punishment, and justice did they bring with them? This course crosses chronological eras, geographical regions, and academic disciplines to explore configurations of crime and punishment in Jewish cultures. It strives to achieve a balance in its coverage of Ashkenaz vs. Sefarad; ancient, late ancient, medieval, modern, and contemporary Judaisms; the specific and historical vs. the philosophical and theoretical; and varieties of sex, race, and gender. The role of classical Jewish texts, theology, and community in shaping Jewish approaches to criminal justice will all be considered.
An introduction to the strategies and fundamental bioengineering design criteria behind the development of cell-based tissue substitutes. Topics include biocompatibility, biological grafts, gene therapy-transfer, and bioreactors.
What — to paraphrase Catherine Malabou — should literary studies
do
with neuroscience? How should critics and theorists approach the wealth of research about the neural bases of cognition? Should empirical findings about the brain supplant or complement interpretative and speculative theories of the psyche in the literary critic’s toolkit? Is the psyche and its “inner life” still a meaningful level of analysis for literary scholars?
The field of “cognitive literary studies,” as the heterogeneous body of work drawing from research psychology, cognitive science and neuroscience is known, has steadily grown in stature over the last few decades, in lockstep with the burgeoning prominence of neuroscience in popular culture and within the academy. Some of its exponents argue that the rise of neuroscience must imply the decline of psychoanalysis and other “folk” psychologies. Others point to the constraints of reproducibility and of the empirical method as insur-mountable handicaps for the study of complex cultural objects such as literature.
In this seminar, we will consider the literary experience as a whole — from the act of reading and comprehension, to the affective impact of reading and even the lifelong permanence in one’s memory and imagination of what Eve Sedgwick called “phantasy books” — and ask which parts of the experience can be fruitfully elucidated by reference to empirical knowledge about neural processes. Individual classes will focus on neuro-phenomenology, neuro-psychoanalysis, neuro-aesthetics, the neuroscience of reading, theory of mind, affect studies and critical theory.
We complement these theoretical explorations with a small archive of twentieth-century writing (by Virginia Woolf, Samuel Beckett, Alain Robbe-Grillet, W.G. Sebald and Sarah Kane) that questions and subverts our assumptions about the representation of mental life in literary work.
The course has no pre-requisites and it is open to undergraduate and graduate students.
Prerequisites: 2nd Year Modern Hebrew II, Hebrew for Heritage Speakers II, or the instructor's permission. This course is designed to take students from the intermediate to advanced level. Students will further develop their reading, writing, speaking, and listening skills in Hebrew through an examination of a wide range of sources, including short stories, poems, visual arts, popular music, television shows and films. All readings, written assignments, and class discussions are in Hebrew. No P/D/F or R credit is allowed for this class.
Modeling of power networks, steady-state and transient behaviors, control and optimization, electricity market, and smart grid.
Teams of students work on real-world projects in analytics. Focus on three aspects of analytics: identifying client analytical requirements; assembling, cleaning and organizing data; identifying and implementing analytical techniques (e.g., statistics and/or machine learning); and delivering results in a client-friendly format. Each project has a defined goal and pre-identified data to analyze in one semester. Client facing class. Class requires 10 hours of time per week and possible client visits on Fridays.
Please see department for details.
Aimed at advanced undergraduate and graduate students, this course aims to introduce coinage and the study of coins as historical disciplines and to provide a survey of the production and use of coinage in the Roman world from the third century BCE to the 1st century CE, with specific emphasis on the Late Republican coinage and the local coinages issued in the early Roman provinces. Over the course of the second and first centuries BCE, Rome conquered most of the Mediterranean world in a whirlwind of military campaigns. However, despite the unrivaled military power achieved during the second and first centuries BCE, one of the most surprising factors in the development of Roman domination of the Mediterranean world is that the Romans conquered and ruled most of it without imposing their coinage on the conquered. Therefore, it becomes even more important to research how local coinages converged—at least partly—to create compatible monetary systems across the Roman Empire. The students will have direct access to the world-class numismatic collections at the American Numismatic Collection (over 300,000 Roman and Greek pieces) and to the Olcott collection of Roman coins housed in the RBML in Butler Library (over 4,000 Roman pieces).
The Fifth Year Chinese course is designed for advanced learners who have a proficient command of the Chinese language in all four aspects: listening, speaking, reading, and writing, regardless of whether they have Chinese heritage. The course provides a wide variety of literary genres, ranging from short stories to aesthetic essays to academic articles, to enhance students' mastery of formal written Chinese. While the primary objectives of this course lie in reading, students also have opportunities to develop their speaking competence through a variety of in-class discussions, debates, and presentations.
In this course, students will write original, independent papers of around 25 pages, based on research in both primary and secondary sources, on an aspect of the relationship between Columbia College and its colonial predecessor King's College, with the institution of slavery.
Introduction to the practical application of data science, machine learning, and artificial intelligence and their application in Mechanical Engineering. A review of relevant programming tools necessary for applying data science is provided, as well as a detailed review of data infrastructure and database construction for data science. A series of industry case studies from experts in the field of data science will be presented.
IEOR students only; priority to MSBA students. 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, Scikit-lern, 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.
MS IEOR students only. Introduction to machine learning, practical use of ML algorithms and applications to financial engineering and operations. Supervised learning: regression, classification, resampling methods, regularization, support vector machines (SVMs), and deep learning. Unsupervised learning: dimensionality reduction, matrix decomposition, and clustering algorithms.
Prerequisites: extensive musical background. Analysis of instrumentation, with directional emphasis on usage, ranges, playing techniques, tone colors, characteristics, interactions and tendencies, all derived from the classic orchestral repertoire. Topics will include theoretical writings on the classical repertory as well as 20th century instrumentation and its advancement. Additional sessions with live orchestral demonstrations are included as part of the course.
To introduce students to programming issues around working with clouds for data analytics. Class will learn how to work with infrastructure of cloud platforms, and discussion about distributed computing, focus of course is on programming. Topics covered include MapReduce, parallelism, rewriting of algorithms (statistical, OR, and machine learning) for the cloud, and basics of porting applications so that they run on the cloud.
Markov Decision Processes (MDP) and Reinforcement Learning (RL) problems. Reinforcement Learning algorithms including Q-learning, policy gradient methods, actor-critic method. Reinforcement learning while doing exploration-exploitation dilemma, multi-armed bandit problem. Monte Carlo Tree Search methods, Distributional, Multi-agent, and Causal Reinforcement Learning.
Application of polymers and other materials in drug and gene delivery, with focus on recent advances in field. Basic polymer science, pharmacokinetics, and biomaterials, cell-substrate interactions, drug delivery system fabrication from nanoparticles to microparticles and electrospun fibrous membranes. Applications include cancer therapy, immunotherapy, gene therapy, tissue engineering, and regenerative medicine. Course readings include textbook chapters and journal papers. Homework assignments take format of assay responding to open-ended question. Term paper and 30-minute PowerPoint presentation required at end of semester.
This course will cover the basics of game theory and market design, with a focus on how AI and optimization enables large-scale game solving and markets. We will cover the core ideas behind recent superhuman AIs for games such as Poker. Then, we will discuss how AI and game theory ideas are used in marketplaces such as internet advertising, fair course seat allocation, and spectrum reallocation. This is intended to be an advanced MS level and senior undergraduate course for students in Operations Research and Financial Engineering.
Data visualization and how to build a story with data. Using complex data or statistics to communicate results effectively. Learn to present analysis and results conscisely and effectively.
OKR framework and different variations. Measurement techniques (A/B testing, validation, correlation, etc.) Identifying what to measure in product experience and business initiatives. Data-driven decision making.
This course studies travel writing across the medieval world. Focusing on major types of medieval travelers—such as court ladies, pilgrims, envoys, warriors, merchants, knights, and beggars—and their documented travel experience, this course explores different modes of writing mobility and its constraints, addressing issues of knowledge production, boundaries of self, religiosity, (pre-)modernity, and colonialism. The questions we ask include: how did medieval writers fashion “self” and “others” in their travel accounts? How were gender dynamics articulated and negotiated when female travelers confronted society constraints on their mobility? How was violence instrumentalized to render the “mobile” into the “immobile”? Was there value in “stillness”? And broadly, how did the movement of body challenge the established cultural and epistemological norms? We engage with primary materials as diverse as diaries, poetry, official reports, travel accounts, historiography, and novels, and geographically span Japan, China, Byzantium, and Western Europe. By examining literary texts on shared themes across different cultural traditions, this course also encourages students to think deeply the value of juxtaposition and to reflect deeply on the implications and possibilities of the “global Middle Ages.”
Applied Analytics focus querying and transforming data with SQL, defining and visualizing metrics, measuring impact of products / processes. Tools and techniques to convert raw data to business decisions, statistical analysis. Be able to apply these techniques to real-world datasets.
Course covers major statistical learning methods for data mining under both supervised and unsupervised settings. Topics covered include linear regression and classification, model selection and regularization, tree-based methods, support vector machines, and unsupervised learning. Students learn about principles underlying each method, how to determine which methods are most suited to applied settings, concepts behind model fitting and parameter tuning, and how to apply methods in practice and assess their performance. Emphasizes roles of statistical modeling and optimization in data mining.
Fundamentals of heterogeneous catalysis including modern catalytic preparation techniques. Analysis and design of catalytic emissions control systems. Introduction to current industrial catalytic solutions for controlling gaseous emissions. Introduction to future catalytically enabled control technologies.
The New York City Watershed: From Community Displacement to
Collaboration and Climate Adaptation
brings students to the Catskill Mountains in upstate New York to learn first hand from researchers and practitioners who help supply over ten million New Yorkers with safe and abundant drinking water while also working to build social, economic and environmental capital in the towns and villages located in the watershed surrounding the city’s reservoirs – all against a backdrop of increasing climate-related disruption.
The class will learn how New York City and a coalition of upstate watershed communities worked to end nearly a century of mutual resentment, displacement and extraction by entering into the
Watershed Agreement of 1997
, which has become a widely renowned model for collaborative and equitable water resources management planning in the twenty-five years since its completion. Students will engage with several of the Watershed Agreement’s original negotiators and with the local elected officials, agency staff and non-profit leaders who implement its signature “
multi-barrier
” strategy for drinking water protection through open space preservation, support for sustainable farming practices and investments in clean water infrastructure and sustainable economic growth in watershed communities. They will also learn how increases in storm intensity and warming driven by climate change threaten to upset the delicate balance between New York City’s need for safe drinking water and the socio-economic interests of upstate watershed communities.
Upon completion of the course, students will better understand the challenges involved in creating and implementing collaborative, multi-stakeholder plans for water resource management and host community benefits in today’s increasingly climate-disrupted world.
In this seminar we will read the complete published plays of August Wilson along with significant unpublished and obscurely published plays, prose, and poetry. The centerpieces of this course will be what Wilson termed his “century cycle” of plays: each work focusing on the circumstances of Black Americans during a decade of the twentieth century. As we consider these historical framings, we also will explore closely on what Wilson identified as the “four B’s” that influenced his art most emphatically: Bessie Smith (sometimes he called this first B the Blues), Amiri Baraka, Romare Bearden, and Jorge Luis Borges. Accordingly, as we consider theoretical questions of cross-disciplinary conversations in art, we will study songs by Bessie Smith (and broad questions of the music and literary form), plays, prose, and poetry of Baraka (particularly in the context of Wilson’s early Black Arts Movement works), the paintings of Bearden, and the poetry and prose (along with a few lectures and transcribed interviews) of Borges. We will use archival resources (online as well as “hard copy” material, some of it at Columbia) to explore Wilson’s pathways as a writer, particularly as they crisscrossed the tracks of his “four B’s.” Along the way we will examine several drawings and paintings (from his University of Pittsburgh archives) as we delve into the rhythmical shapes, textures, and colors he used on paper and canvas as well as in his plays. Visitors to the class will include Wilson’s musical director Dwight Andrews and at least one of his regular actors.
Examines interpretations and applications of the calculus of probability including applications as a measure of degree of belief, degree of confirmation, relative frequency, a theoretical property of systems, and other notions of objective probability or chance. Attention to epistimological questions such as Hume's problem of induction, Goodman's problem of projectibility, and the paradox of confirmation.
This course is a comprehensive engagement with Islamic perspectives on women with a specific focus on the debates about woman’s role and status in Muslim societies. Students will learn how historical, religious, socio-economic and political factors influence the lives and experiences of Muslim women. A variety of source materials (the foundational texts of Islam, historical and ethnographic accounts, women’s and gender studies scholarship) will serve as the framework for lectures. Students will be introduced to women’s religious lives and a variety of women’s issues as they are reported and represented in the works written by women themselves and scholars chronicling women’s religious experiences.
We will begin with an overview of the history and context of the emergence of Islam from a gendered perspective. We will explore differing interpretations of the core Islamic texts concerning women, and the relationship between men and women: who speaks about and for women in Islam? In the second part of the course we will discuss women’s religious experiences in different parts of the Muslim world. Students will examine the interrelationship between women and religion with special emphasis on the ways in which the practices of religion in women’s daily lives impact contemporary societies.
All readings will be in English. Prior course work in Islam or women’s studies is recommended, but not required.
This course is designed as an introductory exposure to entrepreneurial concepts and practical skills for engineering students (and others) who wish to explore entrepreneurship conceptually or as a future endeavor in their careers. The class will be a mix of lecture, discussion, team-building and in-the-field workshopping of concepts we cover.
The last decade of 20 th century witnessed a rapid convergence of three C’s: Communications, Computers, and Consumer Electronics. This convergence has given us the Internet, smart phones, and an abundance of data with Data Science playing a major role in analyzing these data and providing predictive analytics that lead to actionable items in many fields and businesses. Finance is a field with a large amount of information and data that can utilize the skills of Data Scientists, however, to be effective in this field a data scientist, in addition to analytic knowledge, should also be knowledgeable of the working, instruments, and conventions of financial markets that range from Foreign Exchange to Equities, Bonds, Commodities, Cryptocurrencies and host of other asset classes. The objective of this course is to provide Data Science students with a working knowledge of major areas of finance that could help them in finding a position in the Financial Industry. The wide range of topics covered in this course besides expanding the range of positions where students could be a fit, it gives them more flexibility in their job search. The course will also be of value to them in managing their own finances in the future.
In this research seminar we will delve into the texts and images of four remarkable illustrated manuscripts created during the first century of the Spanish colonization of Mexico and Peru. Created by various agents—Spanish friars and indigenous authors and artists—these four bodies of work constitute some of the earliest and most important historical sources on the pre-Hispanic world of what is now Latin America, its history, and its traditions. But beyond their service as chronicles or ethnographies, these manuscripts can be examined as contested sites for the colonial negotiation of identity, culture, politics, and faith.
Our corpus includes the Mercedarian friar Martín de Murúa’s ca. 1590 and 1613 manuscripts on the history of the Incas and Peru, the native Andean author and artist Felipe Guaman Poma de Ayala’s 1615 “New Chronicle and Good Government,” addressed to King Philip III in protest of Spanish colonial conditions in Peru, and the bilingual “Florentine Codex” compiled in Mexico in the 1570s by Nahua scribes and painters under the supervision of the Franciscan friar Bernardino de Sahagún.
This bridge seminar is open to undergraduate and graduate students.
Enrollment is by application. Spanish reading ability is highly recommended.
We will read texts by Memmi, Du Bois, Marguerite Duras and North African feminists to create a gendered and class-sensitive sense of the origins of postcolonial thinking. We will draw a definition of postcolonial hope before the actual emergence of postcolonial nation-states. A 1-page response to the text to be read will be required the previous day. No midterm paper. The final paper will be an oral presentation in a colloquium. ICLS students will be expected to read Memmi in French. No incompletes. Admission by interview. 20% participation, 20% papers, 60% presentation.
Seminar Instructions: Interviews will be in August. Email Deeva Gupta
dg3242@columbia.edu
, Gayatri Chakravorty Spivak
gcs4@columbia.edu
and Tomi Haxhi
th2666@columbia.edu
with the subject heading "Source Texts of Postcolonial Vision." In your message, include basic information: your name, school, major, year of study, and relevant courses taken, along with a brief statement about why you are interested in taking the course.
Each offering of this course is devoted to a particular sector of Operations Research and its contemporary research, practice, and approaches. If topics are different, then course can be taken more than once for credit.
This Columbia University course offers a project-based learning experience focused on systematic quantitative investment. It covers the full data science workflow, from concept to performance evaluation. Students will engage in a real-time financial forecasting competition, using open-source financial and alternative data, to make and present investment decisions. Ideally, this course suits students aspiring to careers as quants or data scientists in the financial sector.
The course focuses on a PRACTICAL study of how to quantify & predict RISK in organizations by using learnings from: Regression analysis; Monte Carlo simulation; Factor analysis; Cohort analysis; Cluster analysis; Time series analysis; Sentiment analysis. Expectation is that incoming students should have a basic understanding of such concepts and statistics. The course will offer meeting & listening to CXO's & top executives from companies who have implemented robust AI & Applied Risk solutions to solve real-world problems in their own industries.
It will give students a great opportunity to learn practical applications of predictive analytics to solve real business problems
A project-based course in Forecasting, predicting a time series into the future, to prepare students for real-world applications including articulating the business case, value creation, problem statement, and the iterative development of solutions including building a data pipeline, exploration, modeling, and visualizations. The course will use Statistical methods, Machine Learning, and Deep Learning with Transformer-based methods to predict a time series. It will use nuggets of signal processing to augment Machine Learning models to characterize and filter orders of dynamics in the time series data.
In this course, you'll leverage student engagement data to create a photo and text recommendation app similar to Instagram/Twitter. This app will utilize AI-generated photos and text and require you to recommend a feed from over 500,000 pieces of AI generated content. We'll explore various techniques to achieve this, including, but not limited to: Candidate Generation (Collaborative filtering, Trending, Cold start, N-tower neural network models, Cross-attention teachers, Distillation, Transfer learning, Random graph walking, Reverse indexes, LLMs as embedding), Filtering (Small online models, Caching, Deduplication, Policy), Prediction/Bidding (User logged activity based prediction (time-series), Multi-gate mixture of experts (MMOE), Regularization, Offline/Online evaluation (NDCG, p@k, r@k), Boosted Trees, Value Based Bidding), Ranking (Re-ranking, Ordering, Diversity, Enrich/Metadata/Personalization, Value Functions), Misc (Data Privacy and AI Ethics, Creator Based Models, Declared, Explicit and implicit topics, Explore/Exploit, Interpret/Understand/Context/Intention).
These concepts are applicable to various recommendation systems, from e-commerce to travel to social media to financial modeling. The instructor's experience at Uber Eats, Facebook, Instagram, and Google will provide valuable insights into real-world use cases.
Primer on quantitative and mathematical concepts. Required for all incoming MSBA students.
Basic radiation physics: radioactive decay, radiation producing devices, characteristics of the different types of radiation (photons, charged and uncharged particles) and mechanisms of their interactions with materials. Essentials of the determination, by measurement and calculation, of absorbed doses from ionizing radiation sources used in medical physics (clinical) situations and for health physics purposes.
Prerequisites: none; high school chemistry recommended. This course is open to graduate students, and juniors and seniors within DEES, Sus Dev, Engineering, Chemistry, Physics, and APAM - or with the instructors permission. Survey of the origin and extent of mineral resources, fossil fuels, and industrial materials, that are non renewable, finite resources, and the environmental consequences of their extraction and use, using the textbook Earth Resources and the Environment, by James Craig, David Vaughan and Brian Skinner. This course will provide an overview, but will include focus on topics of current societal relevance, including estimated reserves and extraction costs for fossil fuels, geological storage of CO2, sources and disposal methods for nuclear energy fuels, sources and future for luxury goods such as gold and diamonds, and special, rare materials used in consumer electronics (e.g. ;Coltan; mostly from Congo) and in newly emerging technologies such as superconducting magnets and rechargeable batteries (e.g. heavy rare earth elements, mostly from China). Guest lectures from economists, commodity traders and resource geologists will provide ;real world; input.
In August 2016, a working group of the International Geological Congress voted to acknowledge a new geological epoch, following 11,700 years of the Holocene, and that it would be called The Anthropocene. The announcement indicated a new era in the earth’s chronology marked by the consequences of human activity on the planet’s ecosystems. Closely related to discussions of sustainability, investigations into the Anthropocene tend to focus on environmental and ecological issues while ignoring its social justice dimensions. This course will investigate how Human Rights has and will be impacted by the Anthropocene, with special attention paid to the human dimensions and consequences of anthropogenic change. Do new and troubling revelations about anthropogenic mistreatment of the earth and its resources modify or amplify the kinds of responsibilities that govern activity between individuals and communities? How do we scale the human response from the urban, to the periurban, to the rural? How must the study of Human Rights evolve to address violence and mistreatment associated not just among humans but also amid human habitats? What sorts of juridical changes must occur to recognize and respond to new manifestations of social injustice that relate directly to consequences of anthropogenic changes to the Earth system? Topics will include discussions of the Environmental Justice movement, agribusiness, access to (and allocation of) natural resources, population growth; its global impact, advocacy for stronger and more accountability through environmental legal change, biodiversity in urban environments, and the growing category of environmental refugees.
In August 2016, a working group of the International Geological Congress voted to acknowledge a new geological epoch, following 11,700 years of the Holocene, and that it would be called The Anthropocene. The announcement indicated a new era in the earth’s chronology marked by the consequences of human activity on the planet’s ecosystems. Closely related to discussions of sustainability, investigations into the Anthropocene tend to focus on environmental and ecological issues while ignoring its social justice dimensions. This course will investigate how Human Rights has and will be impacted by the Anthropocene, with special attention paid to the human dimensions and consequences of anthropogenic change. Do new and troubling revelations about anthropogenic mistreatment of the earth and its resources modify or amplify the kinds of responsibilities that govern activity between individuals and communities? How do we scale the human response from the urban, to the periurban, to the rural? How must the study of Human Rights evolve to address violence and mistreatment associated not just among humans but also amid human habitats? What sorts of juridical changes must occur to recognize and respond to new manifestations of social injustice that relate directly to consequences of anthropogenic changes to the Earth system? Topics will include discussions of the Environmental Justice movement, agribusiness, access to (and allocation of) natural resources, population growth; its global impact, advocacy for stronger and more accountability through environmental legal change, biodiversity in urban environments, and the growing category of environmental refugees.
Risk management models and tools; measure risk using statistical and stochastic methods, hedging and diversification. Examples include insurance risk, financial risk, and operational risk. Topics covered include VaR, estimating rare events, extreme value analysis, time series estimation of extremal events; axioms of risk measures, hedging using financial options, credit risk modeling, and various insurance risk models.
Overview of robot applications and capabilities. Linear algebra, kinematics, statics, and dynamics of robot manipulators. Survey of sensor technology: force, proximity, vision, compliant manipulators. Motion planning and artificial intelligence; manipulator programming requirements and languages.
Careful reading and translation of a major philosophical text in ancient Greek
to be chosen by the course participants in consultation with the instructor. Special attention is to
be paid to the linguistic and conceptual problems of translating ancient Greek philosophical
texts. Prerequisite: equivalent of at least two years of study of ancient Greek at university level.
Principles of nontraditional manufacturing, nontraditional transport and media. Emphasis on laser assisted materials processing, laser material interactions with applications to laser material removal, forming, and surface modification. Introduction to electrochemical machining, electrical discharge machining and abrasive water jet machining.
Principles of nontraditional manufacturing, nontraditional transport and media. Emphasis on laser assisted materials processing, laser material interactions with applications to laser material removal, forming, and surface modification. Introduction to electrochemical machining, electrical discharge machining and abrasive water jet machining.
Hands-on studio class exposing students to practical aspects of the design, fabrication, and programming of physical robotic systems. Students experience entire robot creation process, covering conceptual design, detailed design, simulation and modeling, digital manufacturing, electronics and sensor design, and software programming.
Introduction to industrial automation technologies. Recognizing, modeling and integration of industrial automation problems. Hands-on experiments with robots, computer vision, data management and programming. Sensors engineering and measurement tools; process control; automation hardware and software architectures; programmable logic controllers.
Required for undergraduate students majoring in OR:FE. Characteristics of commodities or credit derivatives. Case study and pricing of structures and products. Topics covered include swaps, credit derivatives, single tranche CDO, hedging, convertible arbitrage, FX, leverage leases, debt markets, and commodities.
This is a course designed for students interested in media and their connections to religious traditions and practices. This includes a consideration of specific mediums, including print, photography, radio, television, film, and the internet. But there is also an important manner in which media technologies have to be understood in relation to the more elementary senses they express (hearing, sight, etc). We therefore investigate media as both a broad conceptual category and as specific technologies of communication. So lots on books, TV, phones and the like, but also presence, auras, connection, distance, broadcasting, and immediacy.
Course texts will include a combination of conceptual works as well as case studies drawn from major religious traditions. The learning goals of the course are: (1) to introduce seminal interpretive and methodological issues in the contemporary study of media/mediation; (2) to study some theoretical classics in the fields of media studies and religious studies, to provide a foundation for further reading; (3) to introduce new writing in the field; and (4) to encourage students to think of ways in which the issues and authors surveyed might provide models for their own interests and research. This course is geared toward graduate students and upper-level undergraduates. Some background in religious studies and/or media studies is helpful but not required.
Advanced Hindi I and II are third year courses in the Hindi-Urdu program that aim to continue building upon the existing four language skills (speaking, listening, reading and writing) along with grammar and vocabulary in a communicative approach. The objective of these courses is to strengthen students’ language skills and to go beyond them to understand and describe situations and the speech community, understand and discuss Hindi literature and films, news items, T.V. shows and current events. Students will also be given opportunities to work on their areas of interest such as popular culture, professional and research goals in the target language. Students will be expected to expand their vocabulary, enhance grammatical accuracy and develop cultural appropriateness through an enthusiastic participation in classroom activities and immersing themselves in the speech community outside. This course will be taught in the target language. All kinds of conversations such as daily life, on social/public interests’ topics as well as on academic interests, will occur in the target language. No P/D/F or R credit is allowed for this class.
Prerequisites: Two courses in psychology, including at least one course with a focus on research methods
and/or statistics, and permission of the instructor.
Review of theories and empirical research related to religious cognition and behavior. Topics include the
foundations of religious belief and practice, people's concepts of religious ideas, and the lack of religious
belief/identity (e.g., atheism), among others.
History, Politics, Literature, Society -- all these are studied as within national, or, at best, regional frames. What other scales and approaches might be appropriate to the study of particular phenomena or categories in the past, as well as some of the challenges of the present? This course introduces advanced undergraduates and graduate students to transregional studies. We explore topics, approaches, methods, problems, and disciplines through which we can cross the regions, particularly the regions of MESAAS. Case studies will consider thinking through and with oceanic studies, circulation, diaspora, shared hermeneutical traditions, lingua francas and their stories (world literatures?), and connected histories to rethink concepts of societies, collective affiliations, cosmopolitanism, and world history. Undergraduates must have taken at least one of the following: Intro to Islamic Civ (UN 2003), Intro to Indian Civ (UN 2357), African Before Colonialism (UN 2915), Societies and Cultures across the Indian Ocean (UN 3445), or some equivalent (check with me).
Prerequisites: The instructors permission. As music moves into the 21st century, we find ourselves surrounded by an ever-evolving landscape of technological capability. The world of music, and the music industry itself, is changing rapidly, and with that change comes the opening – and closing – of doorways of possibility. What does this shift mean for today’s practicing artist or composer? With big label recording studios signing and nurturing fewer and fewer artists, it seems certain that, today, musicians who want to record and distribute their music need to be able to do much of the recording and production work on their own. But where does one go to learn how to do this – to learn not only the “how to” part of music production, but the historical underpinnings and the development of the music production industry as well? How does one develop a comprehensive framework within which they can place their own artistic efforts? How does one learn to understand what they hear, re-create what they like and develop their own style? This class, “Recorded Sound,” aims to be the answer. It’s goal is to teach artists how to listen critically to music from across history and genres in order to identify the production techniques that they hear, and reproduce those elements using modern technology so they can be incorporated into the artist’s own musical works.
Prerequisites: Two years of prior study in Urdu or one year of Urdu for Heritage Speakers I&II courses at Columbia University, or approval of the professor. This is a one-semester course in advanced Urdu language. It will be taught in the fall semester. The goal of the course is to develop students’ linguistic skills i.e. listening, speaking, reading, writing and cultural skills in Urdu, and give students in-depth exposure to some of the finest works of classical and modern Urdu prose. Special emphasis will be given to developing a high-register vocabulary. Necessary grammar points will also be explained for developing an accurate and nuanced understanding of the Urdu language. After completing this course, students will be able to read and enjoy Urdu classics and critical academic texts related to various disciplines i.e. old tales, short stories, essays, history, satire, criticism, politics, current issues etc. along with effective speaking skills suited to active interaction in the speech community and a more advanced academic discussion for undergraduate and graduate students. Students will develop an in-depth understanding of South Asian society and culture as well. This course will prepare students to take MDES GU4635 Readings in Urdu Literature I.
When the Holocaust Museum in Washington, D.C. opened in 1993, some people asked why a "European" catastrophe was being memorialized alongside shrines to Washington, Jefferson, and Lincoln while there was still no museum documenting the experience of African slaves in the United States or the effort to exterminate the Native Americans on this continent. How American intellectuals have thought about the Nazi regime and the Holocaust in Europe since before the Second World War and in the latter half of the twentieth century is te focus on this course. The course will also compare the ways the United States narrates, conceptualizes and deals with the Holocaust as oppsed to other genocidal events. This course is comparative at its core as it examines how intellectuals and institutions spanning from Hannah Arendt to the United Nations to the US Holocaust Museum have woven this event into American culture.
Prerequisites: Some knowledge of Research Methods, Statistics, and Social Psychology, plus Instructors Permission. Reviews and integrates current research on three important topics of social psychology: culture, motivation, and prosocial behavior. Discussions and readings will cover theoretical principles, methodological approaches, and the intersection of these three topics. Students will write a personal research proposal based on the theories presented during the seminar.
Michel Foucault was a great historian and critic who helped change the ways research and criticism are done today – a new ‘archivist’. At the same time, he was a philosopher. His research and criticism formed part of an attempt to work out a new picture of what it is to think, and think critically, in relation to Knowledge, Power, and Processes of Subjectivization. What was this picture of thought? How did the arts, in particular the visual arts, figure in it? How might they in turn give a new image of Foucault’s kind of critical thinking for us today? In this course, we explore these questions, in the company of Deleuze, Agamben, Rancière and others thinkers and in relation to questions of media, document and archive in the current ‘regime of information’. The Seminar is open to students in all disciplines concerned with these issues.
Systemic approach to the study of the human body from a medical imaging point of view: skeletal, respiratory, cardiovascular, digestive, and urinary systems, breast and womens issues, head and neck, and central nervous system. Lectures are reinforced by examples from clinical two- and three-dimensional and functional imaging (CT, MRI, PET, SPECT, U/S, etc.).
This course is designed to introduce contemporary children’s rights issues and help students develop practical advocacy skills to protect and promote the rights of children. Students will explore case studies of advocacy campaigns addressing issues including juvenile justice, child labor, child marriage, the use of child soldiers, corporal punishment, migration and child refugees, female genital mutilation, and LBGT issues affecting children. Over the course of the semester, students will become familiar with international children’s rights standards, as well as a variety of advocacy strategies and avenues, including use of the media, litigation, and advocacy with UN, legislative bodies, and the private sector. Written assignments will focus on practical advocacy tools, including advocacy letters, op-eds, submissions to UN mechanisms or treaty bodies, and the development of an overarching advocacy strategy, including the identification of goals and objectives, and appropriate advocacy targets and tactics.