ADVANCED PROBABILITY THEORY

This course will cover advance topics in probability, including: the theory of martingales in discrete and in continuous time; Brownian motion and its properties, stochastic integration, ordinary and partial stochastic differential equations; Applications to optimal filtering, stopping, control, and finance; Continuous-time Markov chains, systems of interacting particles, relative entropy dissipation, notions of information theory; Electrical networks, random walks on graphs and groups, percolation.

• Department: Mathematics
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Ioannis Karatzas
  CULPA: 7 h-index: 58 Info
• 3 points

LATE STYLE&EARLY ROMANTICISM

Historians point to the self-conscious awareness of a new age and a new temporality, but also a sense of belatedness, in the decades after the French Revolution of the 1790s. In this course we will study the ideas of lateness and late style across the generational breaks of late Classicism and early Romanticism (1798-1830) represented by Haydn’s late oratorios, Beethoven’s heroic and post-heroic styles, and Schubert’s overlapping private and public concerns during the 1820s. Classes will combine historical, analytical, and hermeneutic perspectives as we study innovative compositions completed under conditions of illness, disability, and cultural estrangement. Schubert completed his last symphony within a year of Beethoven’s—both of them “Ninths”— and their final string quartets were written at the same time, but the different fates of these works tell their own story.

• Department: Music
• W 12:10 p.m.-2 p.m.
• Instructor: Elaine Sisman
  CULPA: 13 Wikipedia Info
• 3 points

LATE STYLE&EARLY ROMANTICISM

Historians point to the self-conscious awareness of a new age and a new temporality, but also a sense of belatedness, in the decades after the French Revolution of the 1790s. In this course we will study the ideas of lateness and late style across the generational breaks of late Classicism and early Romanticism (1798-1830) represented by Haydn’s late oratorios, Beethoven’s heroic and post-heroic styles, and Schubert’s overlapping private and public concerns during the 1820s. Classes will combine historical, analytical, and hermeneutic perspectives as we study innovative compositions completed under conditions of illness, disability, and cultural estrangement. Schubert completed his last symphony within a year of Beethoven’s—both of them “Ninths”— and their final string quartets were written at the same time, but the different fates of these works tell their own story.

• Department: Auditing
• W 12:10 p.m.-2 p.m.
• Instructor: Elaine Sisman
  CULPA: 13 Wikipedia Info
• 0 points

Zionist Thought: Center and Periphery

In this course, students will learn about some of the many manifestations of Zionist thought and organizing from the nineteenth century to the present day. The term “Zionism” is much-debated, but usually with little direct reference to its myriad meanings over time and space. The priorities, concerns, and ideas of Zionists in 1940s Algeria might differ greatly from contemporaneous Egyptian Zionist circles. On the other hand, twenty-first century American Zionists might have more in common with 1910s Ottomanists than one would expect.

Each week, we will explore a different region of the world, examining Zionism in the Ottoman Empire, ‘Iraq, Iran, India, Yemen, ‘Aden, Europe, North Africa (Algeria, Tunisia, Morocco, Libya, and Egypt), Sub-Saharan Africa (Ethiopia, Eritrea, Djibouti, and Nigeria), South America, the United States, and Israel. Doing so will allow us to develop an expansive understanding of Zionist thought, shedding light on critical debates and current events in Israel and around the world.

• Department: Institute for Israel & Jewish Studies
• R 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
• W 6:10 p.m.-8 p.m.
• Instructor: Alan J Morrison
  Info
• 3 points

COMPUTER GRAPHICS

Introduction to computer graphics. Topics include 3D viewing and projections, geometric modeling using spline curves, graphics systems such as OpenGL, lighting and shading, and global illumination. Significant implementation is required: the final project involves writing an interactive 3D video game in OpenGL.

Due to significant overlap in content, only one of COMS 4160 or Barnard COMS 3160BC may be taken for credit.

• Department: Computer Science
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Silvia Sellan
  Info
• 3 points

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: Xiaoyang Shi
  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 11:40 a.m.-12:55 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: Sebastian Zimmeck
  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

Reading and Rereading Proust

One cannot read Proust, one can only reread him. As a matter of fact, who has not heard of the legendary “Madeleine” before opening the book? However, we will try to read Proust’s novel, as far as possible, before rereading it, to read it afresh, with the naivety of the innocent readers who discovered
Swann’s Way
in 1913, and fell in love. Proust is a classic, but also an innovator, a follower of Balzac and Baudelaire, and a precursor of Barthes and Blanchot. This is why there is so much pleasure – complexity and contradiction – in reading and rereading the
Recherche
, betwixt and between, connecting centuries, coupling genres.

Our goal will be to closely read together at least four of the seven volumes of the
Recherche
, the first and last,
Swann’s Way
and
Time regained
, and two or three from in-between,
Within a Budding Grove
,
Sodom and Gomorrah
and
The Fugitive
.

Major literary critics will be introduced starting week 3.

• Department: French
• T 4:10 p.m.-6 p.m.
• Instructor: Antoine M Compagnon
  CULPA: 3 Info
• 3 points

Reading and Rereading Proust

One cannot read Proust, one can only reread him. As a matter of fact, who has not heard of the legendary “Madeleine” before opening the book? However, we will try to read Proust’s novel, as far as possible, before rereading it, to read it afresh, with the naivety of the innocent readers who discovered
Swann’s Way
in 1913, and fell in love. Proust is a classic, but also an innovator, a follower of Balzac and Baudelaire, and a precursor of Barthes and Blanchot. This is why there is so much pleasure – complexity and contradiction – in reading and rereading the
Recherche
, betwixt and between, connecting centuries, coupling genres.

Our goal will be to closely read together at least four of the seven volumes of the
Recherche
, the first and last,
Swann’s Way
and
Time regained
, and two or three from in-between,
Within a Budding Grove
,
Sodom and Gomorrah
and
The Fugitive
.

Major literary critics will be introduced starting week 3.

• Department: Auditing
• T 4:10 p.m.-6 p.m.
• Instructor: Antoine M Compagnon
  CULPA: 3 Info
• 0 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
• F 4:10 p.m.-6 p.m.
• Instructor: Amin Mohseni-Cheraghlou
  Info
• 3 points

SOCIAL ACTION AND SOCIAL CHANGE

SOCIAL ACTION & SOCIAL CHANGE

Many of us are drawn to sociology, because--at least at some level--we care about making the world more just. The irony, however, is that sociology traditionally has had very little to say about the processes by which individuals and groups come together to address the kinds of inequalities that sociology is so good at identifying. This class focuses on the theory and practice of organizing, defined most simply as the process by which individuals enable others to come together around shared values and common interests in such a way that enhances their power.

• Department: Sociology
• T 10:10 a.m.-noon
• Instructor: Adam Reich
  CULPA: 7 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 10:10 a.m.-noon
• Instructor: Claudio Lomnitz
  CULPA: 3 Wikipedia Info
• 4 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: Kui Ren
  CULPA: 2 Info
• 3 points

PARTIAL DIFFERENTIAL EQUATIONS

Partial Differential Equation

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: Video Network
• Instructor: Kui Ren
  CULPA: 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

Introduction to Mammalogy

This taxon-based course provides students with a basic understanding of the diversity and natural history of the mammals. Broad coverage of mammalian biology includes: morphological adaptations, evolutionary history and biogeography.

• Department: Ecology, Evolution, and Environmental Biology
• R 6:10 p.m.-8 p.m.
• Instructor: Scott Lapoint
  Info
• 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: Industrial Engineering and Operations Research
• TR 4:10 p.m.-5:25 p.m.
• Instructor: Lily Xu
  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
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Alan West
  CULPA: 3 h-index: 48 Info
• 3 points

Human-Centered Design and Innovation for

Human-Cntr Design & Innov

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.

• Department: Industrial Engineering and Operations Research
• W 10:10 a.m.-11:25 a.m.
• Instructor: Harry West
  CULPA: 1 h-index: 1 Info
• 1.5 points

SECOND YEAR JAPANESE

JPNS4201OC:  Second Year Japanese I, 4 points.  Required to take Second Year Japanese II, JPNS4202OC for 4 points.

The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).

Students who want to take this course are expected to be at least at the 
Novice-High level
 of
the ACTFL Proficiency Guidelines
  at the beginning of the course.

This class will cover Chapters 17-23 of 
Genki II
 
 
(The Japan Times) and intermediate materials such as
Hiyaku
  (Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.

The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.

To enroll in this course, you must apply to the
 
Kyoto Consortium Summer: Modern Japanese 
 
program through the Center for Undergraduate Global Engagement (UGE).
 
Global Learning Scholarships 
available. 
Tuition
 charges apply.

Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS. 

Please email
uge@columbia.edu
with any questions you may h

• Department: Global Programs
• 8 points

SECOND YEAR JAPANESE

JPNS4201OC:  Second Year Japanese I, 4 points.  Required to take Second Year Japanese II, JPNS4202OC for 4 points.

The 2nd year Japanese program (JPNS4201OC & JPNS4202OC; 8 points or 2 semesters) is designed for those who have completed at least one year of college-level Japanese or the equivalent (around 150 hours of Japanese study).

Students who want to take this course are expected to be at least at the 
Novice-High level
 of
the ACTFL Proficiency Guidelines
  at the beginning of the course.

This class will cover Chapters 17-23 of 
Genki II
 
 
(The Japan Times) and intermediate materials such as
Hiyaku
  (Routledge). The coverage and materials will be contingent on the levels of students and finalized by the instructors. Depending on their previous coursework, some students may be asked to study independently in preparation.

The goal of this course is to achieve Intermediate-Mid level or higher proficiency according to the ACTFL Proficiency Guidelines.

To enroll in this course, you must apply to the
 
Kyoto Consortium Summer: Modern Japanese 
 
program through the Center for Undergraduate Global Engagement (UGE).
 
Global Learning Scholarships 
available. 
Tuition
 charges apply.

Please note the program dates are different from the Summer Sessions Terms. Visit the
UGE
website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS. 

Please email
uge@columbia.edu
with any questions you may h

• Department: Global Programs
• 8 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
• TR 10:10 a.m.-11:25 a.m.
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Marcel F Nutz
  CULPA: 9 Info
• Instructor: Cristian G Pasarica
  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: Cristian G Pasarica
  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: Ashley Datta
  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.
• 3 points

THIRD YR JAPANESE

JPNS4205OC: Third Year Japanese I, 4 points. Required to take Third Year Japanese II, JPNS4206OC for 4 points.

The 3rd Year Japanese program (JPNS4205OC & JPNS4206OC; 8 points/2 semesters) is designed for those who have completed at least two years of college-level Jap4nese or the equivalent (around 300 hours of Japanese study).

Students who want to take this course are expected to be at least at the 
Intermediate-Mid level
 of
the ACTFL Proficiency Guidelines
N1
  at the beginning of the course. Please note that depending on the results of the placement test, the students may be placed in a different level than they apply for.

This class will use intermediate-level materials equivalent to
Tobira
and
Quartet I & II
or JLPT N3-N2. The coverage and materials will be contingent on the levels of students.

The goal of this course is to achieve Intermediate-High or above of the ACTFL Proficiency Guidelines.

To enroll in this course, you must apply to the
 
Kyoto Consortium Summer: Modern Japanese
 
program through the Center for Undergraduate Global Engagement (UGE).
 
Global Learning Scholarships 
available. 
Tuition
 charges apply.

Please note the program dates are different from the Summer Sessions Terms. Visit the 
UGE
 website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS. 

Please email 
uge@columbia.edu
 with any questions you may have.

• Department: Global Programs
• 8 points

THIRD YR JAPANESE

JPNS4205OC: Third Year Japanese I, 4 points. Required to take Third Year Japanese II, JPNS4206OC for 4 points.

The 3rd Year Japanese program (JPNS4205OC & JPNS4206OC; 8 points/2 semesters) is designed for those who have completed at least two years of college-level Jap4nese or the equivalent (around 300 hours of Japanese study).

Students who want to take this course are expected to be at least at the 
Intermediate-Mid level
 of
the ACTFL Proficiency Guidelines
N1
  at the beginning of the course. Please note that depending on the results of the placement test, the students may be placed in a different level than they apply for.

This class will use intermediate-level materials equivalent to
Tobira
and
Quartet I & II
or JLPT N3-N2. The coverage and materials will be contingent on the levels of students.

The goal of this course is to achieve Intermediate-High or above of the ACTFL Proficiency Guidelines.

To enroll in this course, you must apply to the
 
Kyoto Consortium Summer: Modern Japanese
 
program through the Center for Undergraduate Global Engagement (UGE).
 
Global Learning Scholarships 
available. 
Tuition
 charges apply.

Please note the program dates are different from the Summer Sessions Terms. Visit the 
UGE
 website for the start and end dates for the Kyoto Consortium Summer: Modern Japanese KCJS. 

Please email 
uge@columbia.edu
 with any questions you may have.

• Department: Global Programs
• 8 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
• MW 1:10 p.m.-2:25 p.m.
• MW 6:10 p.m.-7:25 p.m.
• Instructor: Dobrin Marchev
  Info
• Instructor: Gabriel Young
  CULPA: 7 Info
• 3 points

ELEC & MAGNETIC PROP OF SOLIDS

A survey course on the electronic and magnetic properties of materials, oriented towards materials for solid state devices. Dielectric and magnetic properties, ferroelectrics and ferromagnets. Conductivity and superconductivity. Electronic band theory of solids: classification of metals, insulators, and semiconductors. Materials in devices: examples from semiconductor lasers, cellular telephones, integrated circuits, and magnetic storage devices. Topics from physics are introduced as necessary.

• Department: Applied Physics and Applied Mathematics
• MW 10:10 a.m.-11:25 a.m.
• None None-None
• Instructor: William Bailey
  CULPA: 12 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.
• R 6:10 p.m.-8:40 p.m.
• Instructor: Benjamin K Goodrich
  Info
• Instructor: Haiyuan Wang
  Info
• 3 points

HUMAN FACTORS: PERFORMANCE

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: Richard Davis
  CULPA: 3 h-index: 60 Info
• 3 points

Music Production & Studio Composition

This course explores the recording studio and Digital Audio Workstations (DAWs) as tools for diverse compositional practices. By exploring a range of recording and editing techniques to craft new musical works beyond the limitations of live performance, this class encourages a seamless blend of composition and music production. Various genres, artists, and techniques that push the boundaries of music recording will be studied, such as Jamaican dub, musique concrète, hyper-pop, jazz fusion, and more. Students will gain hands-on experience with DAWs, exploring tools like effects processing, layering, and spatial placement. They will learn to listen closely to pieces exemplifying these techniques, building a shared analytic vocabulary to describe them. Students will also create original pieces, applying and building on the techniques studied in class, while engaging in constructive feedback with peers.

• Department: Music
• M 1:10 p.m.-4 p.m.
• Instructor: Anna Meadors
  Info
• 3 points

PLANNING METHODS

• Department: Architecture, Planning and Preservation
• W 3 p.m.-5 p.m.
• Instructor: Abdullah A Khawarzad
  Info
• 3 points

The Ways of Ilm: Scholarly Traditions

The Ways of 'Ilm: Islamic

This course covers the epistemologies and main theological and philosophical standpoints of a wide range of Islamic intellectual traditions. It will explore how different groups of scholars accumulated knowledge of God and the universe in the Classical Islamic world, a period which in many ways can be considered formative for contemporary Islam. We focus on various bodies of knowledge as these were developed from the 7th-c. 13th centuries AD. Each week covers a separate theological, philosophical, or scientific tradition, after which the class will explore the tensions and syntheses between various competing worldviews.

• Department: Middle Eastern, South Asian and African Studies
• R 12:10 p.m.-2 p.m.
• Instructor: Elaine Van Dalen
  CULPA: 3 Info
• 4 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

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

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
• TR 4:10 p.m.-5:25 p.m.
• Instructor: Irasema Alonso
  CULPA: 12 Info
• 4 points

Lab-on-a-Chip and Microrobotic Devices

Lab-Chip & Microrobot Dev

Introduction to lab-on-a-chip and microrobotic devices with a focus on biomedical applications. Microfabrication techniques. Basics of micro- and nanoscale transport phenomena. Microsensors and microactuators. Microfluidic devices. Lab-on-a-chip systems. Microrobots.

• Department: Mechanical Engineering
• W 4:10 p.m.-6:40 p.m.
• Instructor: Qiao Lin
  h-index: 41 Info
• 3 points

ADV MACROECONOMICS - DISC

ADVANCED MACROECONOMICS - DISC

• Department: Economics
• 0 points

THEORY OF VIBRATIONS

Frequencies and modes of discrete and continuous elastic systems. Forced vibrations-steady-state and transient motion. Effect of damping. Exact and approximate methods. Applications.

• Department: Civil Engineering and Engineering Mechanics
• M 4:10 p.m.-6:40 p.m.
• None None-None
• Instructor: Raimondo Betti
  CULPA: 4 h-index: 31 Info
• 3 points

NGOs & THE HUMAN RIGHTS MOVEMENT

NGOs & THE HUMAN RIGHTS MVMNT

This class takes a social movement perspective to analyze and understand the international human rights movement. The course will address the evolution of the international human rights movement and focus on the NGOs that drive the movement on the international, regional and domestic levels. Sessions will highlight the experiences of major human rights NGOs and will address topics including strategy development, institutional representation, research methodologies, partnerships, networks, venues of engagement, campaigning, fundraising and, perhaps most importantly, the fraught and complex debates about adaptation to changing global circumstances, starting with the pre-Cold War period and including some of the most up-to-date issues and questions going on in this field today.

• Department: Institute for Study of Human Rights
• T 4:10 p.m.-6 p.m.
• Instructor: Louis Bickford
  CULPA: 1 h-index: 13 Info
• 3 points

SPOKEN ARABIC I

Prerequisites: (MDES UN2201) and (MDES UN2202) $10 Arabic Materials Fee; $15 Language Resource Fee. This is an introductory course to Levantine Arabic for students who have completed two years of Standard Arabic studies, at the Intermediate level. The course is designed to further develop fluency in oral communication, through building students’ familiarity with a less formal register of Arabic, namely the Levantine dialect. The course will convert and recycle some of the previous Standard Arabic knowledge to the dialect, by comparing their prior knowledge to its dialectal counterpart; while at the same time developing students’ new communicative skills in a diverse range of contexts that are essential in any conversational interaction. The course will build students abilities to interact effectively in various areas where Levantine Arabic is spoken. In addition to varied thematic topics, the course exposes students to cultural aspects specific to the region. Additionally, the course will work on both constructing students’ knowledge of dialectal diction as well as other grammatical features of the dialects. Even though the course is designed for communication in the four skills (reading, writing, listening and speaking), the emphasis will be mostly on speaking and listening. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• TR 2:10 p.m.-4 p.m.
• Instructor: Reem Faraj
  CULPA: 4 Info
• 4 points

Energy System Economics and Optimization

Energy System Econ. & Opt

Fundamental of power system economics over which the current electricity markets are designed. Formulation of unit commitment and economic dispatch as mathematical optimization. Modeling of thermal generators, renewable generators, energy storage, and other grid resources in power system optimization. Introduction of equilibriums in electricity markets. Introduction of ancillary service markets. Overview of current energy system research topics.

• Department: Earth and Environmental Engineering
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Bolun Xu
  h-index: 17 Info
• 3 points

GLACIOLOGY

Prerequisites: At least a year of calculus and physics; any 1000-level or 2000-level EESC course. Recommended: EESC2100 (Climate System), EESC2200 (Solid Earth), EESC3201 (Solid Earth Dynamics). Experience using MATLAB, Python/Numpy. This course examines processes controlling how glaciers and ice sheets grow, retreat, modify their landscape and interact with the rest of the Earth system. We focus on what controls surface mass balance, the transformation from snow to ice, ice deformation, basal sliding, the temperature and age of ice, the flow of water through ice sheets and glaciers, and the two-way interactions between ice and the oceans, atmosphere and solid earth. Weekly lectures are accompanied by practical computer sessions that equip students with key numerical and data analysis skills used in research of glacial processes.

• Department: Earth and Environmental Sciences
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Jonathan Kingslake
  h-index: 17 Info
• 3 points

QUANTUM CHEMISTRY I

Prerequisites: elementary physical chemistry. Basic quantum mechanics: the Schrodinger equation and its interpretation, exact solutions in simple cases, methods or approximations including time-independent and time-dependent perturbation theory, spin and orbital angular momentum, spin-spin interactions, and an introduction to atomic and molecular structure.

• Department: Chemistry
• MW 11:40 a.m.-12:55 p.m.
• Instructor: Richard A Friesner
  CULPA: 28 Wikipedia Info
• 4.5 points

Readings in the Qur an and Hadith

Readings in Qur an and

This is not a class in Theology. It is a class dealing with the
Qur’an
as a text and its linguistic and cultural significance. The readings will cover various
Suwar
(chapters) and excerpts dealing with a logical sequence of themes, starting with how the
Qur’an
defines itself, addresses its audiences, depicts and dialogues with other religions and religious groups, refers to itself as a historical source, especially through storytelling, and ending with how it legislates. They will also cover a choice of Hadiths. By being exposed to such a range of texts, students will gain a basic knowledge of types and structure of Hadith and a general sense of Qur’anic styles, textual arrangements, terminology and concepts. Specifically, the assignments will guide students toward an ability to read these texts in detail by expanding their vocabulary, deepening their understanding of advanced grammar points, and by providing an opportunity to discuss the texts and write about them. Student will also acquire research skills by identifying and working with sources and references.

• Department: Middle Eastern, South Asian and African Studies
• M 12:10 p.m.-2 p.m.
• Instructor: Taoufik Ben-Amor
  CULPA: 11 Info
• 3 points

TIME SERIES ANALYSIS

Prerequisites: STAT GU4205 or the equivalent. Least squares smoothing and prediction, linear systems, Fourier analysis, and spectral estimation. Impulse response and transfer function. Fourier series, the fast Fourier transform, autocorrelation function, and spectral density. Univariate Box-Jenkins modeling and forecasting. Emphasis on applications. Examples from the physical sciences, social sciences, and business. Computing is an integral part of the course.

• Department: Statistics
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Rongning Wu
  CULPA: 1 Info
• 3 points

Early American Poetry and Poetics

What was American poetry before Emily Dickinson and Walt Whitman? In this advanced undergraduate seminar, we will survey the diverse poetic forms and traditions from the British North American colonies to Dickinson’s and Whitman’s Civil War-era writings. Most class sessions will be devoted to the poetry of a single author, including the Puritan epics of Anne Bradstreet, the colonial satires of Ebenezer Cooke, the antislavery ballads of George Moses Horton, the Ojibwe verse of Jane Johnston Schoolcraft, and the historical lyrics of Herman Melville. Our course will consider historically-specific theories of poetry and ask how these theories lead to varying conceptions of the aesthetic merit and spiritual and/or social purpose of poetry. Through discussion-based close readings, we will approach these poems with an eye toward the capacities of their formal qualities for absorbing and reflecting the social and political issues of early America.

• Department: English and Comparative Literature
• M 12:10 p.m.-2 p.m.
• Instructor: Ethan A Plaue
  Info
• 4 points

China's Global Histories: People, Space,

CHINA'S GLOBAL HISTORIES

This seminar asks what Chinese history tells us about global history and vice versa. Taking a long-term and multiregional approach, it invites you to develop your own answers to this question from perspectives such as trade and economy, migration and immigration, empire and imperialism, war, religion, science, gender, ideology, and modern state- and nation-building, and contemporary international relations. We will not only challenge Eurocentric and Sinocentric methodologies, but push toward new conceptual vocabularies that aspire to the genuinely global.

• Department: East Asian Languages and Cultures
• M 4:10 p.m.-6 p.m.
• Instructor: Cameron K Foltz
  Info
• 4 points

Networks, Crowds, and the Web

NETWORKS CROWDS AND THE W

Introduces fundamental ideas and algorithms on networks of information collected by online services. It covers properties pervasive in large networks, dynamics of individuals that lead to large collective phenomena, mechanisms underlying the web economy, and results and tools informing societal impact of algorithms on privacy, polarization and discrimination.

• Department: Computer Science
• TR 4:10 p.m.-5:25 p.m.
• Instructor: Augustin Chaintreau
  CULPA: 6 h-index: 33 Info
• 3 points

BAYESIAN STATISTICS

This course introduces the Bayesian paradigm for statistical inference.  Topics covered include prior and posterior distributions: conjugate priors, informative and non-informative priors; one- and two-sample problems; models for normal data, models for binary data, Bayesian linear models; Bayesian computation: MCMC algorithms, the Gibbs sampler; hierarchical models; hypothesis testing, Bayes factors, model selection; use of statistical software.

Prerequisites: A course in the theory of statistical inference, such as STAT GU4204 a course in statistical modeling and data analysis, such as STAT GU4205.

• Department: Statistics
• MW 6:10 p.m.-7:25 p.m.
• Instructor: Casey Bradshaw
  Info
• 3 points

ARABIC AUTOBIOGRAPHY GLOBAL DIMENSIONS

This course draws a map of Arab thought and culture in its multiple engagements with other cultures. It works globally along two lines: a theoretical one that accommodates conceptualizations of self-narrative in relation to shifting categories of center and margin; and a thematic one that selects a number of Arabic autobiographical texts with strong thematic concerns that cut across multiple cultures. Although Europe sounds at times more conspicuous in early 20th century autobiography, the Afro-Asian and Latin American topographical and historical itinerary and context are no less so, especially in writings we associate with societal and cultural transformations. More than historical accounts, these intellectual itineraries speak for the successes and failures of the secular ideology of the Arab nation-state. They convey the struggle of intellectuals-- as self-styled leaders, for an ideal state on the ruins of the past. The course studies a number of autobiographical works; memoirs and reminiscences that are meant to rationalize and reproduce a writer’s experience. Probably self-censored, these serve nevertheless as trajectories for a secular journey rather than one from denial to affirmation. Staunchly established in modernity and its nahdah paradigms, most of these writings are secular itineraries that rarely end in a search for faith. They are the journeys of a generation of Arab intellectuals who are facing many crises, but not the crisis of faith. They provide another look at the making of the Arab intelligentsia- and probably the Afro-Asian and Latin American one, since the early 20th century, and help us discern not only achievements on the level of education and public service , but also the mounting discontent with failures that have been wrapping the formation of the nation state. No prior knowledge of Arabic language is required.

• Department: Middle Eastern, South Asian and African Studies
• W 2:10 p.m.-4 p.m.
• Instructor: Muhsin Al-Musawi
  CULPA: 8 Info
• 4 points

GENDER,CLASS,REAL ESTATE-CHINA

This is a seminar for advanced undergraduates and master’s degree students, which explores the socioeconomic consequences of China’s development of a boom, urban residential real-estate market since the privatization of housing at the end of the 1990s. We will use the intersecting lenses of gender/sexuality, class and race/ethnicity to analyze the dramatic new inequalities created in arguably the largest and fastest accumulation of residential-real estate wealth in history. We will examine topics such as how skyrocketing home prices and state-led urbanization have created winners and losers based on gender, sexuality, class, race/ethnicity and location (hukou), as China strives to transform from a predominantly rural population to one that is 60 percent urban by 2020. We explore the vastly divergent effects of urban real-estate development on Chinese citizens, from the most marginaliz4d communities in remote regions of Tibet and Xinjiang to hyper-wealthy investors in Manhattan. Although this course has no formal prerequisites, it assumes some basic knowledge of Chinese history. If you have never taken a course on China before, please ask me for guidance on whether or not this class is suitable for you. The syllabus is preliminary and subject to change based on breaking news events and the needs of the class.

• Department: East Asian Languages and Cultures
• W 2:10 p.m.-4 p.m.
• Instructor: Leta Hong Fincher
  CULPA: 1 Wikipedia h-index: 6 Info
• 4 points

STATISTICAL THERMODYNAMICS

Prerequisites: elementary physical chemistry. Corequisites: CHEM G4221. Topics include the classical and quantum statistical mechanics of gases, liquids, and solids.

• Department: Chemistry
• TR 11:40 a.m.-12:55 p.m.
• 4.5 points

ANALYSIS OF ALGORITHMS I

Prerequisites: (COMS W3134 or COMS W3136COMS W3137) and (COMS W3203) Introduction to the design and analysis of efficient algorithms. Topics include models of computation, efficient sorting and searching, algorithms for algebraic problems, graph algorithms, dynamic programming, probabilistic methods, approximation algorithms, and NP-completeness.

• Department: Computer Science
• MW 8:40 a.m.-9:55 a.m.
• MW 1:10 p.m.-2:25 p.m.
• None None-None
• Instructor: Xi Chen
  CULPA: 7 Wikipedia h-index: 64 Info
• Instructor: Mihalis Yannakakis
  CULPA: 14 Wikipedia h-index: 93 Info
• 3 points

ADVNCD DSGN-CONCRETE STRUCTURS

Design of concrete beams for combined torsion, shear and flexure; moment-curvature relation; bar cut-off locations; design of two-way slabs; strut-and-tie method for the design of deep beams and corbels; gravity and shear wall design; retaining wall design.

• Department: Civil Engineering and Engineering Mechanics
• R 4:10 p.m.-6:40 p.m.
• Instructor: Tom T Panayotidi
  CULPA: 3 Info
• 3 points

SURFACE REACTIONS & KINETICS

• Department: Chemical Engineering
• TR 1:10 p.m.-2:25 p.m.
• Instructor: Jingguang Chen
  Wikipedia h-index: 89 Info
• 3 points

MULTI-HAZARD DESIGN OF STRUCTURES

Fundamental considerations of wave mechanics; design philosophies; reliability and risk concepts; basics of fluid mechanics; design of structures subjected to blast; elements of seismic design; elements of fire design; flood considerations; advanced analysis in support of structural design.

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

Causal Inference

This course is an introduction to Causal Inference at the masters and advanced undergraduate
level. Students will be introduced to a broad range of causal inference methods including randomized
experiments, observational studies, instrumental variables, di?erence-in-di?erences,
regression discontinuity design, and synthetic controls. In addition, the course will cover modern,
controversial debates regarding the foundations and limitations of causal inference.

The primary learning goal of this course will be to familiarize students with a variety of the
most popular causal inference methods: which causal e?ects they seek to estimate, basic assumptions
required for identi?cation and estimation, and their practical implementation. To
this end, the course will focus both on developing the pre-requisite statistical / methodological
theory and as well as gaining hands-on experience through implementation exercises with
real datasets. By the end of the course, students should have deep familiarity of various causal
inference methods and—more importantly—be able to determine which method is most appropriate
for a given applied problem and to judge whether the pre-requisite identifying conditions
are appropriate.

• Department: Statistics
• T 8:40 a.m.-11:25 a.m.
• Instructor: Christopher Harshaw
  Info
• 3 points

INTRO-COMPUTATIONAL COMPLEXITY

Develops a quantitative theory of the computational difficulty of problems in terms of the resources (e.g. time, space) needed to solve them. Classification of problems into complexity classes, reductions, and completeness. Power and limitations of different modes of computation such as nondeterminism, randomization, interaction, and parallelism.

• Department: Computer Science
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Xi Chen
  CULPA: 7 Wikipedia h-index: 64 Info
• 3 points

INTRO-COMPUTATIONAL COMPLEXITY

Develops a quantitative theory of the computational difficulty of problems in terms of the resources (e.g. time, space) needed to solve them. Classification of problems into complexity classes, reductions, and completeness. Power and limitations of different modes of computation such as nondeterminism, randomization, interaction, and parallelism.

• Department: Video Network
• Instructor: Xi Chen
  CULPA: 7 Wikipedia h-index: 64 Info
• 3 points

Reversing the Biodiversity Crisis

Course Overview

Often described as “twin crises,” climate change and biodiversity loss are among the most urgent sustainability challenges to be addressed in our modern era. While much focus has rightfully been placed on climate change mitigation actions at local, regional, and global scales, biodiversity loss is less often addressed by governments, institutions, industries, and individuals as a critical piece of the sustainability puzzle. In 2021, COP 15, the fifteenth meeting of the Conference of the Parties to the UN Convention on Biological Diversity, received far less media attention than COP 26, the Conference of the Parties to the UN Convention on Climate Change. Yet climate change and biodiversity loss are inextricably linked, and without biodiversity and the associated ecosystem services and biospheric resilience upon which human society relies, a sustainable world is not possible. Moreover, certain climate change mitigation actions can actually be to the detriment of biological diversity.

 

Unlike a traditional conservation biology course geared towards ecologists and biologists, this course will be taught through the lens of sustainability management, equipping sustainability managers with the knowledge and direction needed to begin integrating biodiversity conservation and restoration into their professions. This course will illuminate the critical importance of biodiversity to sustainability and human well-being, the science and politics behind the current biodiversity crisis, and proposals, policies, and actions for bending the curve of biodiversity loss to create more sustainable and equitable outcomes for both humans and the non-humans with which we share our planet.

 

Students who seek to deepen their understanding of ecological sustainability and address the biodiversity crisis through the lens of sustainability management are encouraged to take this course. This course is an on-campus (or Hy-Flex) elective offered during the Fall semester and fulfills 3 credits within the Physical Dimensions of Sustainability Management curriculum area in the Master of Science in Sustainability Management program. Cross-registration is available to students outside of the Master of Science in Sustainability Management program, space permitting.

• Department: Sustainability Management
• M 6:10 p.m.-8 p.m.
• Instructor: Amy Karpati
  Info
• 3 points

COG NEURO NARRATIVE FILM

Prerequisites: (PSYC UN1010 or Equivalent introductory course in neuroscience or cognitive psychology This seminar will provide a broad survey of how narrative stories, films, and performances have been used as tools to study cognition in psychology and neuroscience.

• Department: Psychology
• T 10:10 a.m.-noon
• Instructor: Christopher Baldassano
  h-index: 13 Info
• 3 points

GEOTECHNCL ENGNEERNG FUNDMNTLS

Bearing capacity and settlement of shallow and deep foundations; earth pressure theories; retaining walls and reinforced soil retaining walls; sheet pile walls; braced excavation; slope stability.

• Department: Civil Engineering and Engineering Mechanics
• W 7 p.m.-9:30 p.m.
• Instructor: Songtao Yang
  Info
• 3 points

APPLIED DATA SCIENCE

Prerequisites: Pre-requisite for this course includes working knowledge in Statistics and Probability, data mining, statistical modeling and machine learning. Prior programming experience in R or Python is required. This course will incorporate knowledge and skills covered in a statistical curriculum with topics and projects in data science. Programming will be covered using existing tools in R. Computing best practices will be taught using test-driven development, version control, and collaboration. Students finish the class with a portfolio of projects, and deeper understanding of several core statistical/machine-learning algorithms. Short project cycles throughout the semester provide students extensive hands-on experience with various data-driven applications.

• Department: Statistics
• T 4:10 p.m.-6:40 p.m.
• Instructor: Bianca Dumitrascu
  Info
• 3 points

LANGUAGE AND MIND

Prerequisites: PSYC UN1001 and Preferably, an additional course in psychology, focusing on cognition, development, or research methods. Instructor permission required. This seminar explores the relationship between language and thought by investigating how language is mentally represented and processed; how various aspects of language interact with each other; and how language interacts with other aspects of cognition including perception, concepts, world knowledge, and memory. Students will examine how empirical data at the linguistic, psychological, and neuroscientific levels can bear on some of the biggest questions in the philosophy of mind and language and in psychology.

• Department: Psychology
• W 2:10 p.m.-4 p.m.
• Instructor: Nora Isacoff
  CULPA: 1 Info
• 4 points

Unsupervised Learning

Description.
Unsupervised Learning is a masters level course on foundations, methods, practice, and applications in machine learning from data without associated labels or outcomes.  This course will focus on dimension reduction and clustering techniques while also covering graphical models, missing data imputation, anomaly detection, generative models, and others. The course will also emphasize conceptual understanding and practical applications of unsupervised learning in data visualization, exploratory data analysis, data pre-processing, and data-driven discovery.

• Department: Statistics
• W 8:40 a.m.-11:25 a.m.
• Instructor: Genevera Allen
  Info
• 3 points

ALGORITHMS FOR DATA SCIENCE

Methods for organizing data, e.g. hashing, trees, queues, lists,priority queues. Streaming algorithms for computing statistics on the data. Sorting and searching. Basic graph models and algorithms for searching, shortest paths, and matching. Dynamic programming. Linear and convex programming. Floating point arithmetic, stability of numerical algorithms, Eigenvalues, singular values, PCA, gradient descent, stochastic gradient descent, and block coordinate descent. Conjugate gradient, Newton and quasi-Newton methods. Large scale applications from signal processing, collaborative filtering, recommendations systems, etc.

• Department: Computer Science
• TR 11:40 a.m.-12:55 p.m.
• TR 1:10 p.m.-2:25 p.m.
• Instructor: Eleni Drinea
  CULPA: 8 Info
• 3 points

ALGORITHMS FOR DATA SCIENCE

Methods for organizing data, e.g. hashing, trees, queues, lists,priority queues. Streaming algorithms for computing statistics on the data. Sorting and searching. Basic graph models and algorithms for searching, shortest paths, and matching. Dynamic programming. Linear and convex programming. Floating point arithmetic, stability of numerical algorithms, Eigenvalues, singular values, PCA, gradient descent, stochastic gradient descent, and block coordinate descent. Conjugate gradient, Newton and quasi-Newton methods. Large scale applications from signal processing, collaborative filtering, recommendations systems, etc.

• Department: Video Network
• Instructor: Eleni Drinea
  CULPA: 8 Info
• 3 points