MANAGING ENG & CONST PROCESSES

Introduction to the principles, methods and tools necessary to manage design and construction processes. Elements of planning, estimating, scheduling, bidding and contractual relationships. Valuation of project cash flows. Critical path method. Survey of construction procedures. Cost control and effectiveness. Field supervision.

• Department: Video Network
• Instructor: Ibrahim Odeh
  Info
• 3 points

Zoo Conservation

ZOO CONSERVATION

This course examines the role and function of the modern zoo in the context of the modern conservation movement. Students will learn about the evolution of the zoological park from an entertainment venue to a reservoir of rare or otherwise endangered species of animals, and as a catalyst for conservation of these species.

• Department: Ecology, Evolution, and Environmental Biology
• R 6:10 p.m.-8 p.m.
• Instructor: Scott Silver
  Info
• 3 points

SOLAR ENERGY & STORAGE

SOLAR ENERGY & STORAGE

Lecture series by Julian Chen

Nature of solar radiation as electromagnetic waves and photons. Availability of solar radiation at different times and at various places in the world. Thermodynamics of solar energy. Elements of quantum mechanics for the understanding of solar cells, photosynthesis, and electrochemistry. Theory, design, manufacturing, and installation of solar cells. Lithium-ion rechargeable batteries and other energy-storage devices. Architecture of buildings to utilize solar energy.

• Department: Applied Physics and Applied Mathematics
• MW 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Julian Chen
  Info
• 3 points

ADV CHEM ENGI THERMODYNAMICS

The course provides a rigorous and advanced foundation in chemical engineering thermodynamics suitable for chemical engineering PhD students expected to undertake diverse research projects. Topics include Intermolecular interactions, non-ideal systems, mixtures, phase equilibria and phase transitions and interfacial thermodynamics.

• Department: Chemical Engineering
• MW 2:40 p.m.-3:55 p.m.
• None None-None
• Instructor: Sanat Kumar
  CULPA: 4 h-index: 79 Info
• 3 points

DESIGN OF CONSTRUCTION SYSTEMS

Introduction to the design of systems that support construction activities and operations. Determination of design loads during construction. Design of excavation support systems, earth retaining systems, temporary supports and underpinning, concrete formwork and shoring systems. Cranes and erection systems. Tunneling systems. Instrumentation and monitoring. Students prepare and present term projects.

• Department: Civil Engineering and Engineering Mechanics
• R 1:10 p.m.-3:40 p.m.
• None None-None
• Instructor: Vincent Tirolo
  Info
• 3 points

SUSTAINABLE CITIES

This course prepares students to understand, analyze, and develop policies and procedures to address sustainability issues faced by urban centers in the developed and developing world, their decision-makers, and inhabitants. Enrolled students are assumed to have had no previous in-depth exposure to sustainable urban development and urban planning. By the end of the course, students will have learned the following skills necessary to develop strategies and related actions to enhance sustainability of cities: identify and support good practices in green and efficient urban development and planning; develop policies and foster technologies used to promote energy efficiency and reduced GHG emissions from buildings and transportation; develop policies and foster technologies necessary to ensure access to clean water; develop policies and foster technologies necessary for the effective collection, disposal, and possible re-use of waste; create approaches to climate change adaptation measures undertaken by cities; develop, track, and analyze sustainability metrics and indicators for urban centers. This course can also be counted toward Area 1: Integrative Sustainability Management.

• Department: Sustainability Management
• T 4:10 p.m.-6 p.m.
• Instructor: Jitendra Bajpai
  Info
• 3 points

PRIN OF CONSTRUCTN TECHNIQUES

Current methods of construction, cost-effective designs, maintenance, safe work environment. Design functions, constructability, site and environmental issues.

• Department: Civil Engineering and Engineering Mechanics
• T 7 p.m.-9:30 p.m.
• None None-None
• Instructor: Ibrahim Odeh
  Info
• 3 points

PREV&RESOL OF CONSTR DISPUTES

Contractual relationships in the engineering and construction industry and the actions that result in disputes. Emphasis on procedures required to prevent disputes and resolve them quickly and cost-effectively. Case studies requiring oral and written presentations.

• Department: Civil Engineering and Engineering Mechanics
• M 4:10 p.m.-6:40 p.m.
• 3 points

POLIT THOUGHT-CLASSICL AND MEDIEVAL

Prerequisites: Contemporary Civilization or a comparable introduction to political theory course. This course examines ancient political thought from its origins in the archaic Greek poleis through the development of classical Greek political philosophy and the transmission and adaptation of Greek political ideas in the Hellenistic, Roman, and early Christian traditions. Our texts will include major ancient works of political theory by Plato, Aristotle, and Cicero as well as works of poetry, drama, history, and ethical and natural philosophy that offer insight into ancient thought on politics. We will approach these texts not only as reflections on the ancient democratic, oligarchic, monarchical, and republican political systems they address, but also as foundations for modern political discourse that still prompt us to consider the questions they raise—questions about the ideal form of government in theory, and the best form in practice; about the nature of law and justice, and the relationship between law and custom, science, or religion; about the rule of law, and the rights and obligations of an individual citizen living in a participatory state; and about the reach of empire, and the implications when a self-governing people attempts to direct the affairs of non-citizens or of other states.

• Department: Political Science
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Diana J Moser
  Info
• 3 points

CAPITAL FACILITY PLANNING/FIN

Planning and financing of capital facilities with a strong emphasis upon civil infrastructure systems. Project feasibility and evaluation. Design of project delivery systems to encourage best value, innovation and private sector participation. Fundamentals of engineering economy and project finance. Elements of life cycle cost estimation and decision analysis. Environmental, institutional, social and political factors. Case studies from transportation, water supply and wastewater treatment.

• Department: Civil Engineering and Engineering Mechanics
• F 4:10 p.m.-6:40 p.m.
• Instructor: Mohammad S Asgari Kachousangi
  Info
• 3 points

ENGINEERING SEPARATIONS

Design and analysis of unit operations employed in chemical engineering separations. Fundamental aspects of single and multistaged operations using both equilibrium and rate-based methods. Examples include distillation, absorption and stripping, extraction, membranes, crystallization, bioseparations, and environmental applications.

• Department: Chemical Engineering
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Daniel Esposito
  h-index: 22 Info
• 3 points

ENVIR,HLTH,SAFETY CONC CONSTR

A definitive review of and comprehensive introduction to construction industry best practices and fundamental concepts of environmental health and safety management systems (EH&S) for the construction management field. How modern EH&S management system techniques and theories not only result in improved safe work environments but ultimately enhance operational processes and performance in construction projects.

• Department: Civil Engineering and Engineering Mechanics
• M 1:10 p.m.-3:40 p.m.
• Instructor: Paul Haining
  Info
• 3 points

ORNITHOLOGY

• Department: Ecology, Evolution, and Environmental Biology
• R 10:10 a.m.-noon
• 3 points

INTL CONSTRUCTION MGMT

Complex global construction industry environment. Social, cultural, technological, and political risks; technical, financial, and contractual risk. Understanding of successful global project delivery principals and skills for construction professionals. Industry efforts and trends to support global operational mechanism. Global Case Studies. Engage with industry expert professionals. Student group projects with active ongoing global initiatives.

• Department: Civil Engineering and Engineering Mechanics
• R 7 p.m.-9:30 p.m.
• None None-None
• Instructor: Ibrahim Odeh
  Info
• 3 points

Urban South Africa

The aims of this seminar are 1) to introduce students to the broad parameters of urban South African history 2) to familiarize students with the immense creativity and resilience of African peoples, even in the most difficult colonial contexts 3) to illustrate how race, class and gender were socially, historically and politically constructed in South Africa 4) to guide students in the completion of an original research paper on some aspect of black South African urban life 5) to enhance student appreciation for the ways in which a researcher's perspective and interests influences their interpretation of sources 6) to make visible the ways in which research outcomes are shaped by a researcher's choice of source material 7) to develop student research and writing skills.

            This course provides only a bare introduction to the history of South Africa.  The chief aim is to provide students with a hands-on opportunity to conduct original research and to help students develop skills in documenting African agency and resilience in the face of colonial oppression, often by ‘reading between the lines’ of state-produced documents.

• Department: Middle Eastern, South Asian and African Studies
• T 10:10 a.m.-noon
• Instructor: Laura Fair
  h-index: 15 Info
• 4 points

Real Estate Land Development Engineering

Comprehensive review of various engineering disciplines in the process of real estate land development. Engineering disciplines covered include civil, infrastructure, transportation planning, environmental planning, permitting, environmental remediation, geotechnical, and waterfront/marine. Overview of land use and environmental law, architecture and urban planning, as related to land development. Discussion of how these subjects affect decisions—cost, schedule, programming—involved in real estate development.

• Department: Civil Engineering and Engineering Mechanics
• R 4:10 p.m.-6:40 p.m.
• 3 points

EXPLORE, EXPLAIN, PROPOSE

• Department: Architecture, Planning and Preservation
• W 2 p.m.-6 p.m.
• 6 points

APPLIED USE OF AEC DATA

Digital transformation optimizes day-to-day operations to provide maximum performance in Architecture, Engineering, and Construction (AEC) workflows. Focuses on broadening knowledge of AEC data leading to building data management. Use of open data sets from the design, construction, and operations of buildings to learn and practice data management and its applied use. Major technical topics include Project Management Information System (PMIS) and Facility Management (FM), leading to Digital Twin data management, data processing, and data visualization.

• Department: Civil Engineering and Engineering Mechanics
• T 4:10 p.m.-6:40 p.m.
• 3 points

Topics in Israeli Cinema

Israel has a unique and constantly-evolving national cinema, the product of its diverse immigrant population, influences from neighboring nations, and dramatic national history. Beginning with artistic influences from abroad and culminating with native self-examinations, this course will provide a survey of Israeli film history, recurring foci of Israeli cinema, and introductions to influential filmmakers from early director and impresario Menahem Golan to Orthodox writer/director Rama Burshtein.

Each class meeting will include a complete screening of an Israeli feature film, as well as clips of related works. Readings will include critical essays and histories which elaborate on in-class screenings and cover additional topics and films. Written assignments will be three analytical essays which will encourage critical thinking, close analysis of films, and independent research beyond the materials presented in class.

All readings are in English. All feature films and film clips are in Hebrew (some include Arabic), and will be presented with English subtitles. Students fluent in Hebrew and Arabic are encouraged to interpret the dialogue for additional meaning that may not be translated in the subtitles.

• Department: Institute for Israel & Jewish Studies
• T 10 a.m.-1:45 p.m.
• Instructor: Stuart Weinstock
  Info
• 3 points

Climate Change and Sustainable Water

This course covers all topics and material about water sustainability, the global water crisis and the impacts from climate change. It is a comprehensive introductory water resource class that all sustainable-minded professionals should have.  The topics and materials studied in the class strikes a balance for management, business, science, and technical specialists. 

The sustainability of water has become an increasingly critical issue, and over the coming decade, as awareness and resources go into addressing public health, economics, growing development, climate and weather changes, and aging infrastructure. Water resources are affected by changes not only in climate but also in population, economic growth, technological and scientific changes, and other socioeconomic factors.  In addition, they serve a dual purpose; water resources are critical to both human society and natural ecosystems. The objective of this course is to provide a fundamental understanding of key global water challenges and hydrological processes in the natural and built environment.  We will then use this understanding to explore aspects of sustainable strategies for integrated and climate-resilient water resources management.  We will explore the roles of humans as an integral part of the water cycle: how we use our water resources and how our actions help shape the water cycle. In addition, students will be encouraged to think about how climate change will impact water resources.

• Department: Sustainability Management
• W 4:10 p.m.-6 p.m.
• Instructor: Shannon Marquez
  Info
• 3 points

ADVANCED ORGANIC CHEMISTRY I

Prerequisites: elementary organic and physical chemistry. The mechanisms of organic reactions, structure of organic molecules, and theories of reactivity. How reactive intermediates are recognized and mechanisms are deduced using kinetics, stereochemistry, isotopes, and physical measurements.

• Department: Chemistry
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Tomislav Rovis
  Info
• 4.5 points

Between Tradition & Innovation: Readings

The popular eighteenth-century mystical revivalist movement known as Hasidism transformed the religious and cultural life of Eastern European Jewry and remains a vibrant form of Judaism to this day. This seminar will introduce students to the history, ideology and major personalities of the Hasidic movement through a close reading of a broad selection of primary texts, including mystical tracts, collections of sermons, spiritual directives, hagiographical tales and polemical writings. We will explore the mystical ideas and practices taught by the founders of the movement, the new forms of leadership they developed and the fierce controversies they aroused. We will also consider the role played by Hasidic literature in the formation and spread of the movement and the tensions it embodied between tradition and innovation, elitism and populism, and oral and written modes of communication.   

This course is open to graduate students and advanced undergraduates may register with permission from the instructor.

• Department: Institute for Israel & Jewish Studies
• M 4:10 p.m.-6 p.m.
• Instructor: Elly Moseson
  Info
• 3 points

SYNTHETIC METHDS-ORGANC CHEM

This course is intended for graduate students and advanced undergraduate students. The main purpose of the course is to introduce students to modern synthetic chemistry via the selected series of topics (synthetic planning and the logic of organic assembly, classical and new reactions/methods and their use in complex target synthesis). Mechanistic underpinning of the discussed reaction processes will also be briefly discussed. For each module (see the content below), specific examples of syntheses of natural products and/or synthetic materials will be provided. In addition to lectures by Prof. Sames, students will select and present relevant papers in the class (the number of student symposia will depend on the final enrollment in this course). The basic knowledge of transition metal chemistry is recommended for the cross-coupling reactions (i.e. structure, electron counting, and elemental reaction types of transition metals).

• Department: Chemistry
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Makeda A Tekle-Smith
  Info
• 4.5 points

Construction Engineering and Management

CEM Industry Field Studie

Expose students to various aspects of project management in the construction industry, enhance learning experience with real-world challenges and prepare for internships and future employment. Run for two semesters. First semester focuses on Traditional Project Management, and second semester focuses on Agile Project Management. For class project, development of a Project Management Plan (PMP) and an Operations Dashboard based on real-life examples of contracts (traditional project management) and operational excellence initiatives (agile project management).

• Department: Civil Engineering and Engineering Mechanics
• F 1 p.m.-3:30 p.m.
• F 11 a.m.-1:30 p.m.
• M 10:30 a.m.-1 p.m.
• 1-3 points

The Roman Art of Engineering: Traditions

Interdisciplinary study of ancient Roman engineering and architecture in a course co-created between Arts & Sciences and Engineering. Construction principles, techniques, and materials: walls, columns, arches, vaults, domes. Iconic Roman buildings (Colosseum, Pantheon, Trajan’s Column) and infrastructure (roads, bridges, aqueducts, baths, harbors, city walls). Project organization. Roman engineering and society: machines and human labor; engineers, architects, and the army; environmental impact. Comparisons with current practice as well as cross-cultural comparisons with other pre-modern societies across the globe. A Columbia Cross-Disciplinary Course.

• Department: Art History and Archaeology
• MW 4:10 p.m.-5:25 p.m.
• 3 points

MOLECULAR GENETICS

Prerequisites: basic biology and biochemistry and instructor’s permission. Basic aspects of prokaryotic molecular biology and genetics. Regulation of gene expression, molecular genetics of bacterial viruses, plasmids and transposable elements. Modern molecular genetic approaches to complex biological phenomena. Format: four to five hours of lectures and discussions per week.

• Department: Cellular, Molecular, and Biophysical Studies
• Instructor: Jonathan Dworkin
  h-index: 34 Info
• 4 points

THEORETICAL ECOLOGY

Prerequisites: Calculus, Introductory Biology. This course will provide an introduction to theoretical ecology. Topics will include population, community, ecosystem, disease, and evolutionary ecology. Lectures will cover classic and current concepts and mathematical approaches. The numerical analysis laboratory will cover computational tools for numerical and graphical analysis of the models we cover in lecture, using MATLAB. By the end of the course, students will be well versed in the basics of theretical ecology and will be able to read theoretical ecology literature, analyze and simulate mathematical models, and construct and analyyze their own simple models.

• Department: Ecology, Evolution, and Environmental Biology
• MW 8:40 a.m.-9:55 a.m.
• Instructor: Duncan Menge
  CULPA: 1 h-index: 26 Info
• 3 points

INTRO-PROBABILITY & STATISTICS

Covers the following topics: fundamentals of probability theory and statistical inference used in engineering and applied science; Probabilistic models, random variables, useful distributions, expectations, law of large numbers, central limit theorem; Statistical inference: pint and confidence interval estimation, hypothesis tests, linear regression. For IEOR graduate students.

• Department: Industrial Engineering and Operations Research
• TR 2:40 p.m.-3:55 p.m.
• None None-None
• Instructor: Yaren Kaya
  Info
• 3 points

Cloud Computing

CLOUD COMPUTING

Software engineering skills necessary for developing cloud computing and software-as-a-service applications, covering topics such as service-oriented architectures, message-driven applications, and platform integration. Includes theoretical study, practical application, and collaborative project work.

• Department: Computer Science
• F 1:10 p.m.-3:40 p.m.
• None None-None
• Instructor: Donald F Ferguson
  CULPA: 17 Wikipedia Info
• 3 points

PROBABILITY THEORY

Prerequisites: MATH GU4061 or MATH UN3007 A rigorous introduction to the concepts and methods of mathematical probability starting with basic notions and making use of combinatorial and analytic techniques. Generating functions. Convergence in probability and in distribution. Discrete probability spaces, recurrence and transience of random walks. Infinite models, proof of the law of large numbers and the central limit theorem. Markov chains.

• Department: Mathematics
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Ivan Corwin
  CULPA: 1 Wikipedia h-index: 34 Info
• 3 points

ADVANCED SOFTWARE ENGINEERING

Software lifecycle using frameworks, libraries and services. Major emphasis on software testing. Centers on a team project.

• Department: Computer Science
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Gail E Kaiser
  CULPA: 10 Info
• 3 points

ADVANCED SOFTWARE ENGINEERING

Advanced Software Engineering

Software lifecycle using frameworks, libraries and services. Major emphasis on software testing. Centers on a team project.

• Department: Video Network
• Instructor: Gail E Kaiser
  CULPA: 10 Info
• 3 points

An Introduction to World Zionist Thought

Intro to World Zionist Th

In this course, students will be exposed to a range of different ideas and movements that, together, constitute(d) “Zionism.” Although Israel is frequently in the news, the ideology that lies, in many ways, at the heart of Israeli politics and society is often represented in simplistic – even superficial or inaccurate – terms. Far more than a mere example of “nationalism,” Zionism has variously been interwoven with struggles over land, labor, gender, religion, and identity in not only Palestine/Israel, but also North Africa, East Africa, Southwest Asia, Central Asia, Europe, the Americas, and beyond.

Throughout the semester, students will read both primary and secondary sources in order to understand Zionism in its myriad meanings. Part I of the course will explore some of the basic tenets and debates of Zionism, with a focus on ideas prominent in the early twentieth century, such as socialism and Hebraism. Part II of the course will examine the ways in which Zionist ideas conceived in the Ottoman Empire and Europe diverged and took on new and renewed meaning as the Zionist movement reached global dimensions.

• Department: Institute for Israel & Jewish Studies
• W 12:10 p.m.-2 p.m.
• Instructor: Benjamin Berman-Gladstone
  Info
• 4 points

BIOTECHNOLOGY LAW

Prerequisites: at least 4 college-level biology or biotechnology courses. This course will introduce students to the interrelated fields of patent law, regulatory law, and contract law that are vital to the biotech and biopharmaceutical sectors. The course will present core concepts in a way that permits students to use them throughout their corporate, academic, and government careers. SCE and TC students may register for this course, but they must first obtain the written permission of the instructor, by filling out a paper Registration Adjustment Form (Add/Drop form). The form can be downloaded at the URL below, but must be signed by the instructor and returned to the office of the registrar. http://registrar.columbia.edu/sites/default/files/content/reg-adjustment.pdf

• Department: Biological Sciences
• R 6:10 p.m.-8 p.m.
• Instructor: Alan J Morrison
  Info
• 3 points

SOLID & HAZARDOUS WASTE MGMT

Solid & Hazardous Waste Mgmt

Generation, composition, collection, transport, storage and disposal of solid and hazardous waste. Impact on the environment and public health. Government regulations. Recycling and resource recovery.

• Department: Earth and Environmental Engineering
• TR 1:10 p.m.-2:25 p.m.
• Instructor: Adam Massmann
  Info
• 3 points

DESIGN INTELLIGENCE

• Department: Architecture, Planning and Preservation
• T 9 a.m.-11 a.m.
• Instructor: Danil Nagy
  Info
• 3 points

USER INTERFACE DESIGN

Introduction to the theory and practice of computer user interface design, emphasizing the software design of graphical user interfaces. Topics include basic interaction devices and techniques, human factors, interaction styles, dialogue design, and software infrastructure. Design and programming projects are required.

• Department: Computer Science
• TR 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Brian A Smith
  CULPA: 2 h-index: 5 Info
• 3 points

Machine Learning for Biomolecular and Ce

Machine learning bio cell

Introduction to machine learning techniques with applications to biological systems, emphasizing cell-biological molecular mechanisms and applications, and computational simulation. Overview of biology. Introduction to biological neurons and neural networks, learning and memory. Parallels between biological and artificial neural networks. Deep neural networks are introduced, hands-on computational experience for students. Big data from experiments or computational simulations: machine learning to extract mechanisms, dimensional reduction. Deep learning applications include drug discovery, protein structure prediction, molecular coarse-graining for simulations, and acceleration of molecular dynamics simulations.

• Department: Chemical Engineering
• T 5:40 p.m.-8:10 p.m.
• Instructor: Ben O'Shaughnessy
  CULPA: 3 Info
• 3 points

SECURITY I

Introduction to security. Threat models. Operating system security features. Vulnerabilities and tools. Firewalls, virtual private networks, viruses. Mobile and app security. Usable security. Note: May not earn credit for both W4181 and W4180 or W4187.

• Department: Computer Science
• MW 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Suman Jana
  h-index: 33 Info
• 3 points

MAKING OF ITALY: THE RISORGIMENTO

THE MAKING OF ITALY

• Department: Italian
• T 12:10 p.m.-2 p.m.
• Instructor: Konstantia Zanou
  Info
• 3 points

MALWARE ANALYSIS&REVERSE ENGINEERING

Hands-on analysis of malware. How hackers package and hide malware and viruses to evade analysis. Disassemblers, debuggers, and other tools for reverse engineering. Deep study of Windows Internals and x86 assembly.

• Department: Computer Science
• R 4:10 p.m.-6:40 p.m.
• Instructor: Michael S Sikorski
  CULPA: 2 Info
• 3 points

MALWARE ANALYSIS&REVERSE ENGINEERING

Hands-on analysis of malware. How hackers package and hide malware and viruses to evade analysis. Disassemblers, debuggers, and other tools for reverse engineering. Deep study of Windows Internals and x86 assembly.

• Department: Video Network
• Instructor: Michael S Sikorski
  CULPA: 2 Info
• 3 points

ECONOMICS OF SUSTAINABILITY MANAGEMENT

ECONOMICS OF SUSTAINABILITY MG

This course builds on core economics courses and addresses issues of environmental, resource and sustainable economics. It focuses on the interaction between markets and the environment; policy issues related to optimal extraction and pricing; property rights in industrial and developing countries and how they affect international trade in goods such as timber, wood pulp, and oil. An important goal of the class is to have students work in groups to apply economic concepts to current public policy issues having to do with urban environmental and earth systems. The use of the worlds water bodies and the atmosphere as economic inputs to production are also examined. The economics of renewable resources is described and sustainable economic development models are discussed and analyzed. Some time will also be devoted to international trade and regulation, and industrial organization issues. Students not only learn economic concepts, but they will also learn how to explain them to decision-makers. The instructor will tailor this course to the skill level of the students in order to most effectively suit the needs of the class.

• Department: Sustainability Management
• R 4:10 p.m.-6 p.m.
• Instructor: Amin Mohseni-Cheraghlou
  Info
• 3 points

MOD DISPLAY SCI & TECHNOLOGY

Introduction to modern display systems in an engineering context. The basis for visual perception, image representation, color space, metrics of illumination. Physics of luminescence, propagation and manipulation of light in anisotropic media, emissive displays, and spatial light modulators. Fundamentals of display addressing, the Alt-Pleshko theorem, multiple line addressing. Large area electronics, fabrication, and device integration of commercially important display types. A series of short laboratories will reinforce material from the lectures. Enrollment may be limited.

• Department: Electrical Engineering
• R 1:10 p.m.-3:40 p.m.
• M 4:10 p.m.-5:25 p.m.
• Instructor: Ioannis Kymissis
  CULPA: 4 h-index: 48 Info
• 3 points

Mexico s Disappeared Practicum

This practicum is an exercise in engaged pedagogy.  The academic work we do will be conducted for the benefit of the cause of Mexico's now over 110,000 disappeared persons.  Students will be engaged in a sustained research effort to development a "context analysis" of disappearances in the state of Zacatecas (Mexico)-- an exercise in social study that focuses on the economic, political, social, and criminological context in which disappearances occur.  Research is done in coordination with Mexico's National Commission for the Search of the Disappeared.  Alongside the practical, real-world, objective, this Practicum is designed to perfect research skills in the social sciences

 

PREREQUISITE: Spanish language comprehension is compulsory for 60% of those enrolled

• Department: Anthropology
• M 2:10 p.m.-4 p.m.
• Instructor: Claudio Lomnitz
  CULPA: 3 Wikipedia Info
• 4 points

LITERATURE AND OIL

• Department: English and Comparative Literature
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Jennifer Wenzel
  CULPA: 3 h-index: 15 Info
• 3 points

MSIEOR Quantitative Bootcamp

Zero-credit course. Primer on quantitative and mathematical concepts. Required for all incoming MSOR and MSIE students.

• Department: Industrial Engineering and Operations Research
• Instructor: Michael Miller
  CULPA: 18 h-index: 14 Info
• 0 points

PARTIAL DIFFERENTIAL EQUATIONS

Techniques of solution of partial differential equations. Separation of the variables. Orthogonality and characteristic functions, nonhomogeneous boundary value problems. Solutions in orthogonal curvilinear coordinate systems. Applications of Fourier integrals, Fourier and Laplace transforms. Problems from the fields of vibrations, heat conduction, electricity, fluid dynamics, and wave propagation are considered.

• Department: Applied Physics and Applied Mathematics
• MW 11:40 a.m.-12:55 p.m.
• None None-None
• Instructor: James M Scott
  h-index: 2 Info
• 3 points

PHYSICS OF FLUIDS

An introduction to the physical behavior of fluids for science and engineering students. Derivation of basic equations of fluid dynamics: conservation of mass, momentum, and energy. Dimensional analysis. Vorticity. Laminar boundary layers. Potential flow. Effects of compressibility, stratification, and rotation. Waves on a free surface; shallow water equations. Turbulence.

• Department: Applied Physics and Applied Mathematics
• R 4:10 p.m.-6:40 p.m.
• Instructor: Lorenzo M Polvani
  CULPA: 6 h-index: 69 Info
• 3 points

BIOPHARMACEUTICAL DEV & REG

The program aims to provide current life sciences students with an understanding of what drives the regulatory strategies that surround the development decision making process, and how the regulatory professional may best contribute to the goals of product development and approval. To effect this, we will examine operational, strategic, and commercial aspects of the regulatory approval process for new drug, biologic, and biotechnology products both in the United States and worldwide. The topics are designed to provide a chronological review of the requirements needed to obtain marketing approval. Regulatory strategic, operational, and marketing considerations will be addressed throughout the course. We will examine and analyze the regulatory process as a product candidates are advanced from Research and Development, through pre-clinical and clinical testing, to marketing approval, product launch and the post-marketing phase. The goal of this course is to introduce and familiarize students with the terminology, timelines, and actual steps followed by Regulatory Affairs professionals employed in the pharmaceutical or biotechnology industry. Worked examples will be explored to illustrate complex topics and illustrate interpretation of regulations.

• Department: Biological Sciences
• R 4:10 p.m.-6 p.m.
• Instructor: Ron Guido
  CULPA: 4 Info
• 3 points

A Comprehensive Introduction to Sigmund

FREUD: Theories and Origi

This course offers a comprehensive understanding of the origins, foundations and evolution of Freud’s psychoanalytic theorizing during the four decades following 1895. Via close readings of his texts, with neither worship nor condescension, we will situate the development of psychoanalysis as a theory of mind within historical context, and explore its applications to education, society, culture, and the humanities.

• Department: Comparative Literature and Society, Institute for
• W 12:10 p.m.-2 p.m.
• 4 points

Introduction to Sustainable Production o

Intro Sust Mineral Produc

Introductory course focused on engineering principles and unit operations involved in sustainable processing of primary and secondary earth mineral and metal resources. Covers entire value chain, viz, aspects of economic resource deposits, mining, fundamental principles and processes for size reduction, separations based on physical and chemical properties of minerals and metals, solid-liquid separation, waste and pollution management, water and energy efficiency and management, safety and health, environmental impact assessment and control, and economic efficiency. Special emphasis on concepts and practical applications within "mines of the future" framework to highlight innovations and transformational technological changes in progress.

• Department: Earth and Environmental Engineering
• TR 1:10 p.m.-2:25 p.m.
• 3 points

HUMAN-CENTERED DESIGN AND INNOVATION

HUMAN-CENTERED DESIGN & I

Open to SEAS graduate and advanced undergraduate students, Business School, and GSAPP. Students from other schools may apply. Fast-paced introduction to human-centered design. Students learn the vocabulary of design methods, understanding of design process. Small group projects to create prototypes. Design of simple product, more complex systems of products and services, and design of business.

• Department: Industrial Engineering and Operations Research
• T 5:25 p.m.-6:40 p.m.
• Instructor: Harry West
  CULPA: 1 h-index: 1 Info
• 3 points

THEORY CRYSTALLIN MAT: PHONONS

Phenomenological theoretical understanding of vibrational behavior of crystalline materials; introducing all key concepts at classical level before quantizing the Hamiltonian. Basic notions of Group Theory introduced and exploited: irreducible representations, Great Orthogonality Theorem, character tables, degeneration, product groups, selection rules, etc. Both translational and point symmetry employed to block diagonalize the Hamiltonian and compute observables related to vibrations/phonons. Topics include band structures, density of states, band gap formation, nonlinear (anharmonic) phenomena, elasticity, thermal conductivity, heat capacity, optical properties, ferroelectricty. Illustrated using both minimal model Hamiltonians in addition to accurate Hamiltonians for real materials (e.g., Graphene)

• Department: Applied Physics and Applied Mathematics
• TR 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Chris A Marianetti
  Info
• 3 points

Data-driven Decision Modeling

Introduction to modeling, estimating, and solving decision-making problems in the context of artificial intelligence and analytics. Potential topics include choice models, quantity models, online learning using multi-armed bandits, dynamic decision modeling, dynamic games, and Bayesian learning theory. Practice both theory and applications using Python programming.

• Department: Computer Science
• MW 2:40 p.m.-3:55 p.m.
• Instructor: Tony B Dear
  CULPA: 17 Info
• 3 points

Environment, Health, and Justice: Concep

ENVIRONMENT HEALTH JUSTIC

Please note: this class was designed as part of the Special Concentration in Public Health. It is open to undergraduates, as well as students in Public Health, and will be taught on the Morningside campus. This course introduces key concepts on environmental health sciences and environmental justice and their application to address environmental health disparities affecting communities in New York City, across the United States and globally. The course will present theory and methods needed to characterize, understand and intervene on environmental health problems with a focus on methods that are particularly appropriate for environmental justice research and interventions. We will describe environmental health disciplines such as exposure sciences, environmental epidemiology, environmental biosciences and toxicology, as well as methods to assess expected environmental health impacts

• Department: Columbia College
• MW 10:10 a.m.-11:25 a.m.
• 3 points

ENGIN APPL OF ELECTROCHEMISTRY

Engineering analysis of electrochemical systems, including electrode kinetics, transport phenomena, mathematical modeling, and thermodynamics. Common experimental methods are discussed. Examples from common applications in energy conversion and metallization are presented.

• Department: Chemical Engineering
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Alan West
  CULPA: 3 h-index: 48 Info
• 3 points

Theories of Change in Human Development

Theories of Change-Human

What are the agents of developmental change in human childhood? How has the scientific community graduated from nature versus nurture, to nature
and
nurture? This course offers students an in-depth analysis of the fundamental theories in the study of cognitive and social development.

• Department: Psychology
• W 10:10 a.m.-noon
• Instructor: Dima Amso
  CULPA: 1 h-index: 31 Info
• 4 points

PROBABILITY THEORY

Prerequisites: At least one semester, and preferably two, of calculus. An introductory course (STAT UN1201, preferably) is strongly recommended. A calculus-based introduction to probability theory. A quick review of multivariate calculus is provided. Topics covered include random variables, conditional probability, expectation, independence, Bayes’ rule, important distributions, joint distributions, moment generating functions, central limit theorem, laws of large numbers and Markov’s inequality.

• Department: Statistics
• MW 10:10 a.m.-11:25 a.m.
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Richard Davis
  CULPA: 3 h-index: 60 Info
• Instructor: Ashley Datta
  Info
• 3 points

PROBABILITY THEORY

Prerequisites: At least one semester, and preferably two, of calculus. An introductory course (STAT UN1201, preferably) is strongly recommended. A calculus-based introduction to probability theory. A quick review of multivariate calculus is provided. Topics covered include random variables, conditional probability, expectation, independence, Bayes’ rule, important distributions, joint distributions, moment generating functions, central limit theorem, laws of large numbers and Markov’s inequality.

• Department: Statistics
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Ashley Datta
  Info
• 3 points

FUNCTNS OF A COMPLEX VARIABLE

Complex numbers, functions of a complex variable, differentiation and integration in the complex plane. Analytic functions, Cauchy integral theorem and formula, Taylor and Laurent series, poles and residues, branch points, evaluation of contour integrals. Conformal mapping, Schwarz-Christoffel transformation. Applications to physical problems.

• Department: Applied Physics and Applied Mathematics
• MW 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Xuenan Li
  Info
• 3 points

STATISTICAL INFERENCE

Prerequisites: STAT GU4203. At least one semester of calculus is required; two or three semesters are strongly recommended. Calculus-based introduction to the theory of statistics. Useful distributions, law of large numbers and central limit theorem, point estimation, hypothesis testing, confidence intervals maximum likelihood, likelihood ratio tests, nonparametric procedures, theory of least squares and analysis of variance.

• Department: Statistics
• MW 6:10 p.m.-7:25 p.m.
• Instructor: Michael Sobel
  CULPA: 5 Wikipedia h-index: 35 Info
• 3 points

STATISTICAL INFERENCE

Prerequisites: STAT GU4203. At least one semester of calculus is required; two or three semesters are strongly recommended. Calculus-based introduction to the theory of statistics. Useful distributions, law of large numbers and central limit theorem, point estimation, hypothesis testing, confidence intervals maximum likelihood, likelihood ratio tests, nonparametric procedures, theory of least squares and analysis of variance.

• Department: Statistics
• MW 6:10 p.m.-7:25 p.m.
• Instructor: Michael Sobel
  CULPA: 5 Wikipedia h-index: 35 Info
• 3 points

LINEAR REGRESSION MODELS

Prerequisites: STAT GU4204 or the equivalent, and a course in linear algebra. Theory and practice of regression analysis. Simple and multiple regression, testing, estimation, prediction, and confidence procedures, modeling, regression diagnostics and plots, polynomial regression, colinearity and confounding, model selection, geometry of least squares. Extensive use of the computer to analyse data.

• Department: Statistics
• TR 1:10 p.m.-2:25 p.m.
• TR 2:40 p.m.-3:55 p.m.
• MW 7:40 p.m.-8:55 p.m.
• TR 8:40 a.m.-9:55 a.m.
• MW 8:40 a.m.-9:55 a.m.
• Instructor: Jingchen Liu
  CULPA: 2 h-index: 19 Info
• Instructor: Philip Protter
  h-index: 50 Info
• Instructor: Cristian G Pasarica
  Info
• Instructor: Yisha Yao
  Info
• Instructor: Yuqi Gu
  h-index: 6 Info
• 3 points

STAT COMP & INTRO DATA SCIENCE

Prerequisites: STAT GU4204 and GU4205 or the equivalent. Introduction to programming in the R statistical package: functions, objects, data structures, flow control, input and output, debugging, logical design, and abstraction. Writing code for numerical and graphical statistical analyses. Writing maintainable code and testing, stochastic simulations, paralleizing data analyses, and working with large data sets. Examples from data science will be used for demonstration.

• Department: Statistics
• F 10:10 a.m.-12:40 p.m.
• Instructor: Wayne Lee
  CULPA: 7 Info
• 3 points

HUMAN FACTORS: PERFORMANCE

Required for undergraduate students majoring in IE. Sensory and cognitive (brain) processing considerations in the design, development, and operations of systems, products, and tools. User or operator limits and potential in sensing, perceiving decision making, movement coordination, memory, and motivation.

• Department: Industrial Engineering and Operations Research
• M 4:10 p.m.-6:40 p.m.
• Instructor: Leon S Gold
  CULPA: 6 Info
• 3 points

ELEMENTARY STOCHASTIC PROCESS

Elementary Stochastic Processe

Prerequisites: STAT GU4203 and two, preferably three, semesters of calculus. Review of elements of probability theory. Poisson processes. Renewal theory. Walds equation. Introduction to discrete and continuous time Markov chains. Applications to queueing theory, inventory models, branching processes.

• Department: Statistics
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Mark Brown
  CULPA: 18 Wikipedia Info
• 3 points

PLANNING METHODS

• Department: Architecture, Planning and Preservation
• W 3 p.m.-5 p.m.
• Instructor: Hugo Sarmiento
  Info
• 3 points

THIRD YEAR ARABIC I

NOTE: There are 2 sections of Third Year Arabic I. Section 001 follows the standard curriculum building all 4 language skills, as described below. Section 002 follows a reading-intensive curriculum, with less emphasis on listening and writing while still conducted in Arabic, and is intended for those preparing for advanced research in modern or classical Arabic texts. Students in the regular third-year Arabic track improve reading, writing, speaking, and listening skills through close reading, compositions, class discussions, and presentations in Arabic on topics such as cultures of the Arab world, classical and modern Arabic literature, and contemporary Arabic media. Review of grammatical and syntactic rules as needed. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• MTWR 8:50 a.m.-9:55 a.m.
• Instructor: Youssef Nouhi
  CULPA: 7 Info
• 5 points

ENERGY SOURCES AND CONVERSION

ENERGY-SOURCES AND CONVERSION

Energy sources such as oil, gas, coal, gas hydrates, hydrogen, solar, and wind. Energy conversion systems for electrical power generation, automobiles, propulsion and refrigeration. Engines, steam and gas turbines, wind turbines; devices such as fuel cells, thermoelectric converters, and photovoltaic cells. Specialized topics may include carbon-dioxide sequestration, cogeneration, hybrid vehicles and energy storage devices.

• Department: Mechanical Engineering
• M 4:10 p.m.-6:40 p.m.
• Instructor: Vijay Modi
  CULPA: 3 h-index: 40 Info
• 3 points

EXPERIMENTL SOLID MECHANCS

Experimental techniques, including photoelasticity, strain measurements, digital image correlation, and other optics in stress analysis, emphasizing engineering applications. Fundamental concepts in solid mechanics and measurement science. Performance of high-quality experimental studies.

• Department: Civil Engineering and Engineering Mechanics
• R 4:10 p.m.-6:40 p.m.
• Instructor: Addis Kidane
  Info
• 3 points

Data Analytics & Machine Learning for OR

Data Analytics & ML for O

Surveys tools available in Python for getting (web scraping and APIs) and visualizing data (charts and maps). Introduction to analytics through machine learning (ML algorithms, model evaluation, text analytics, network algorithms, deep learning).

• Department: Industrial Engineering and Operations Research
• MW 2:40 p.m.-3:55 p.m.
• Instructor: Hardeep Johar
  Info
• 3 points

FOURTH YEAR MODERN ARABIC I

Through reading articles and essays by Arab thinkers and intellectuals, students will be able to increase their fluency and accuracy in Arabic while working on reading text and being exposed to the main themes in Arab thought The course works with all four skills (listening, speaking, reading, and writing). Arabic is the language of instruction. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• MW 10:10 a.m.-noon
• Instructor: Taoufik Ben-Amor
  CULPA: 11 Info
• 4 points

MICROELECTROMECHANICAL SYSTEMS

MEMS markets and applications; scaling laws; silicon as a mechanical material; Sensors and actuators; micromechanical analysis and design; substrate (bulk) and surface micromachining; computer aided design; packaging; testing and characterization; microfluidics.

• Department: Mechanical Engineering
• R 1:10 p.m.-3:40 p.m.
• Instructor: P J Schuck
  Info
• 3 points

Cold War Reason: Cybernetics and the Sys

The Cold War epoch saw broad transformations in science, technology, and politics. At their nexus a new knowledge was proclaimed, cybernetics, a putative universal science of communication and control. It has disappeared so completely that most have forgotten that it ever existed. Its failure seems complete and final. Yet in another sense, cybernetics was so powerful and successful that the concepts, habits, and institutions born with it have become intrinsic parts of our world and how we make sense of it. Key cybernetic concepts of information, system, and feedback are now fundamental to our basic ways of understanding the mind, brain and computer, of grasping the economy and ecology, and finally of imagining the nature of human life itself. This course will trace the echoes of the cybernetic explosion from the wake of World War II to the onset of Silicon Valley euphoria.

• Department: Slavic Languages
• M 2:10 p.m.-4 p.m.
• Instructor: Adam Leeds
  h-index: 2 Info
• 3 points

ADVANCED MACROECONOMICS

Prerequisites: ECON UN3211 and ECON UN3213 and ECON UN3412 and MATH UN2010 Required discussion section ECON GU4214 An introduction to the dynamic models used in the study of modern macroeconomics. Applications of the models will include theoretical issues such as optimal lifetime consumption decisions and policy issues such as inflation targeting. This course is strongly recommended for students considering graduate work in economics.

• Department: Economics
• MW 5:40 p.m.-6:55 p.m.
• Instructor: Hassan Afrouzi Khosroshahi
  Info
• 4 points

ADV MACROECONOMICS - DISC

ADVANCED MACROECONOMICS - DISC

• Department: Economics
• 0 points

FOURTH YEAR CLASSICAL ARABIC I

Through reading excerpts from thirteen essential works, starting with Jabarti's history of the French Campaign in Egypt to a chapter from al-Qur'an, students will be able to increase their fluency and accuracy in Arabic while working on reading text and being exposed to the main themes in Classical Arabic literature, acquire a sense of literary style over a period of fourteen centuries as well as literary analytical terminology and concepts. The texts are selections from essential works that the students will read in detail, write critical pieces, engage in discussion and have assignments which will expand their vocabulary, manipulation of advanced grammar concepts, and employing stylistic devices in their writing. This course will enable students to start doing research in classical Arabic sources and complements MESAAS's graduate seminar Readings in Classical Arabic. The course works with all four skills (listening, speaking, reading and writing). Arabic is the language of instruction. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• MW 2:10 p.m.-4 p.m.
• Instructor: Taoufik Ben-Amor
  CULPA: 11 Info
• 4 points

ANALOG FILTER SYNTHESIS/DESIGN

Approximation techniques for magnitude, phase, and delay specifications, transfer function realization sensitivity, passive LC filters, active RC filters, MOSFET-C filters, Gm-C filters, switched-capacitor filters, automatic tuning techniques for integrated filters. Filter noise. A design project is an integral part of the course.

• Department: Electrical Engineering
• T 7 p.m.-9:30 p.m.
• Instructor: Timothy Dickson
  Info
• 3 points

ANALOG FILTER SYNTHESIS/DESIGN

Approximation techniques for magnitude, phase, and delay specifications, transfer function realization sensitivity, passive LC filters, active RC filters, MOSFET-C filters, Gm-C filters, switched-capacitor filters, automatic tuning techniques for integrated filters. Filter noise. A design project is an integral part of the course.

• Department: Video Network
• Instructor: Timothy Dickson
  Info
• 3 points