This course examines the transatlantic sounds of African music, including Afrobeat, Afrobeats, Amapiano, Chimurenga, Highlife, Kwaito, Makossa, Reggae, and more, to explore the rich cultural roots of African musical traditions and how they navigate and assimilate within the global popular culture sphere. From migration and collaborations to the rise of African artists in the era of advanced technology, the course uncovers how these genres transcend borders, inspire cross-cultural innovation, and influence the global music scene in contemporary times. Critical issues such as cultural appropriation, commodification, gender, health, and authenticity in the ever-evolving global music industry will be explored. By the end of the course, you will have a deep understanding of the complex dynamics driving the influence and dissemination of African music across the world.
COURSE DESCRIPTION
Through a series of secondary- and primary-source readings, digital archive research, and writing assignments, we will explore the history of harm reduction from its origins in activist syringe exchange, health education, and condom distribution, to the current moment of decriminalization, safe consumption politics, and medically assisted treatment (MAT). At the same time, we will think about how harm reduction perspectives challenge us to rethink the histories and historiography of substance use, sexuality, health, and research science. Along with harm reduction theory and philosophy, relevant concepts and themes include syndemic theory and other epidemiological concepts; structural inequities (structural violence, structural racism); medicalization; biomedicalization; racialization; gender theory and queer theory; mass incarceration, hyperpolicing, and the carceral state; Transformative Justice; Liberatory Harm Reduction; the “housing first” approach; political and other subjectivities; and historical constructions of “addiction”/“addicts”, rehabilitation/recovery, what are “drugs,” and the “(brain) disease model”/NIDA paradigm of addiction.
Readings are multidisciplinary and include works in history, epidemiology, anthropology, sociology, psychology, and other disciplines, and the syllabus will include at least one field trip to a harm reduction organization. As an upper-level seminar course, this one will emphasize inquiry and original analysis. The writing component of the course therefore is a short research paper of 3,500-4,000 words.
There are no official prerequisites. However, this is an upper-level course, and students should have some academic or professional background in health studies (especially public health), African-American/ethnic studies (history or social science), or some other work related to the course material.
Admission to this course is by application only.
Students from all schools, including Teachers College, are welcome to apply. Students may not enroll in this course on a pass/fail basis or as an auditor without instructor permission.
Prerequisites: the instructors permission. Examines current topics in neurobiology and behavior.
Scientific and economic analysis of real-world technologies for climate change mitigation and adaptation. Partner with students from the business school to assess and assigned technology based on technical viability, commercial opportunity, and impact on mitigating or adapting to climate change. Assigned technologies provided by the investment community to teams of four, with expectations for independent research on the technologies, with deliverables of written and oral presentations.
What are the sources and mechanisms of diversity of behavior among individuals and between species and how does behavior evolve at genetic, molecular, and neuronal levels? Readings will span an arc from an introduction to ethology and animal behavior, through studies of animal behavior in nature and in the laboratory, followed by how animals interact with their physicochemical and social environments, and ending with a perspective on the diversity and evolution of animal behavior.
Introduction to methods in deep learning, with focus on applications to quantitative problems in biomedical imaging and Artificial Intelligence (AI) in medicine. Network models: Deep feedforward networks, convolutional neural networks and recurrent neural networks. Deep autoencoders for denoising. Segmentation and classification of biological tissues and biomarkers of disease. Theory and methods lectures will be accompanied with examples from biomedical image including analysis of neurological images of the brain (MRI), CT images of the lung for cancer and COPD, cardiac ultrasound. Programming assignments will use tensorflow / Pytorch and Jupyter Notebook. Examinations and a final project will also be required.
Team project centered course focused on principles of planning, creating, and growing a technology venture. Topics include: identifying and analyzing opportunities created by technology paradigm shifts, designing innovative products, protecting intellectual property, engineering innovative business models.
All supervisors will be Columbia faculty who hold a PhD. Students are responsible for identifying their own supervisor and it is at the discretion of faculty whether they accept to supervise independent research. Projects must be focused on Hellenic Studies and can be approached from any disciplinary background. Students are expected to develop their own reading list in consultation with their supervisor. In addition to completing assigned readings, the student must also write a Hellenic studies paper of 20 pages. Projects other than a research paper will be considered on a case-by-case basis. Hellenic Studies is an interdisciplinary field that revolves around two main axes: space and time. Its teaching and research are focused on the study of post-classical Greece in various fields: Language, Literature, History, Politics, Anthropology, Art, Archaeology, and in various periods: Late Antique, Medieval, Byzantine, Modern Greek etc. Therefore, the range of topics that are acceptable as a Hellenic Studies seminar paper is broad. It is upon each supervisor to discuss the specific topic with the student. The work submitted for this independent study course must be different from the work a student submits in other courses, including the Hellenic Studies Senior Research Seminar.
The unfolding climate emergency occurs at the confluence of three global systems of domination – capitalism, racialized imperialism, and patriarchy. Premised as they are on exploitation, competition, and inequality rather than consideration, cooperation and balance, these systems of domination not only have caused the crisis but are seemingly unable to resolve it. Among the injustices of the contemporary impasse is the likelihood the people who have least benefited from the global (dis)order, and especially minorities in the global south, will be the worst affected casualties of climate change.
Encompassing a focus on equity and frameworks for accountability and redress, the human rights paradigm is a useful lens through which to analyze the emergency, exert accountability, and imagine better futures. It is against this backdrop that this interdisciplinary (climate science, law, politics, social science, development studies and anthropology) course on Climate Justice has been introduced to the Human Rights Studies MA program.
This 3-credit course addresses contemporary issues in the evolving discourse and epistemology of climate justice. How should we understand the climate emergency from a social justice perspective? What terminologies, discourses and paradigms are useful? How have individuals, non-government organizations and social movements sought to overcome climate change vulnerabilities and advance climate justice? What litigation, law and policy initiatives have been brought, and with what level of success? And what alternative models of living, working and being are conceivable for a more socially, ecologically, and existentially sustainable world?
Understanding the properties and behavior of materials is critical to the mechanical design and subsequent function of any product or part – including wide-ranging applications from aircraft fuselage to robotic manipulators to flexures to telescope mirrors to flywheels to sports equipment to thermal insulators. This course provides a fundamental understanding of the microstructure of a range of materials (metals, polymers, ceramics, composites, hybrid) and the connection to design-determining or limiting properties including stiffness, expansion, thermal expansion, strength, energy storage and dissipation, toughness, and fatigue. Objective functions which are used to determine a “material index” for the selection of the best materials for use in a particular mechanical design are developed, underscoring the combined role of material properties and loading conditions in optimizing for materials selection. For example, take the case of determining a material index for selecting a best set of materials for a lightweight, stiff beam – how do the material density and elastic modulus together with the beam geometry and loading conditions factor in to determining the material index for materials selection? Note that the resulting material index for selecting best materials for a lightweight stiff beam (bending) is different than that for a lightweight stiff rod (tension). The material indices provide the framework for construction and use of materials selection charts to rapidly compare the effectiveness of wide-ranging materials for different applications.
Prerequisites: ECON UN3211 and ECON UN3213 Types of market failures and rationales for government intervention in the economy. Benefit-cost analysis and the theory of public goods. Positive and normative aspects of taxation. The U.S. tax structure.
Visual Mental Imagery (VMI) is perceptual processing in the absence of direct sensory input – a quintessentially human faculty. It is our “Mind’s Eye” - the faculty we use to relive our memories, enjoy a novel, create a painting, or predict whether our car will fit in a parking spot. As William Blake famously stated: “The imagination is not a state: it is the human existence itself”. In short, VMI simulates the content of perceptual experiences, perhaps by translating conceptual knowledge into a visual format. Nobody has yet provided a convincing theory as to how to explain the subjective nature of our mental lives in objective physical terms. In this seminar, we will get a detailed understanding of the underlying neural processes responsible for conscious processing and awareness - one of the hottest topics in contemporary neuroscience
Discussion will be related of current issues in the scientific studies of mental imagery, particularly in the visual modality, including the search for the neural correlates of visual imagination, and the various kinds of impairments of VMI in clinical and non-clinical cases.
A crucial aspect of this seminar is to help students develop their ability to critically read and evaluate the latest published research in this field.
Prerequisites
Open to Ph.D. students in the Psychology department and graduate students in other related departments, with instructor’s permission. Open to advanced undergraduate students who have taken an introductory course in neuroscience or cognitive psychology (e.g., UN2430), with instructor’s permission
Prerequisites: (PSYC UN1001 or PSYC UN1010) and a course in developmental psychology, and the instructors permission. The focus of the seminar is on human development during the fetal period and early infancy. We will examine the effects of environmental factors on perinatal perceptual, cognitive, sensory-motor, and neurobehavioral capacities, with emphasis on critical conditions involved in both normal and abnormal brain development. Other topics include acute and long term effects of toxic exposures (stress, smoking, and alcohol) during pregnancy, and interaction of genes and the environment in shaping the developing brain of high-risk infants, including premature infants and those at risk for neurodevelopmental disorders such as Sudden Infant Death Syndrome.
This seminar provides an overview of the mechanisms and behaviors associated with neural plasticity. Students will obtain a basic working knowledge of the different types of neural plasticity, and how these affect cognition and behaviors.
There is nothing more important to us than the feelings that we have. But where do our emotions come from and why do we sometimes feel differently from our peers? The reason usually involves an understanding of one’s developmental history. This course uses a developmental approach to address emotional brain-behavior relationships. We will discuss theoretical papers and empirical work that covers typical and atypical behavior and the neurobiology that supports behavioral change across age. A translational approach is taken that uses animal models and human examples to illustrate these developmental trajectories. We will cover experimental approaches during discussion of each topic.
The course will examine both acknowledged indicators of women’s and girls’ inclusion in the conceptualization and life of a city (e.g., access to shelter, clean water, sanitation, safe transport, healthcare, education, jobs and leadership positions), and those not sufficiently acknowledged (stability and tenure in housing, labor force inclusion and wage parity, physical, mental and environmental health, sexual and reproductive rights, freedom from violence, assured levels of participation in policy- and decision-making, etc.). Migrating between multiple cultural and sociopolitical contexts, and between the individual and metropolitan, national and indigenous levels of policymaking, the course will look at how today’s cities have evolved; the consequential disconnect between enshrined legal frameworks, regulatory and administrative structures, and concrete urban realities; and at how, through a sustainable process of inclusive community and private sector engagement, responsive design, and strategic budgeting to realize select well-defined priorities, tomorrow’s cities can be better attuned to the human scale of their primary constituents by becoming more aware, inclusive, accommodating and enabling of women and families. Each week, one or more leading and cutting-edge thinkers and practitioners in the areas of urban and environmental design and management, corporate social responsibility, landscape architecture and planning, sustainable engineering, and urban health, wellbeing and women’s rights will share their experience, current thinking and ideas in featured guest lectures; these will be followed by wide-ranging conversations among the instructor, lecturers and students, enabling students to hear firsthand how private, public and non-profit sector managers, policymakers and designers approach and deal with such issues as (for instance) making transport hubs equally navigable for women with strollers, walkers or young children, or implementing green or family-friendly CSR policies.
This course will use clinical studies and experimental research on animals to understand the impact of stress during various periods of development on brain function and behavior. We will address the long- and short-term consequences of stress on cognition, emotion, and ultimately psychopathology through investigating how various stressors can induce neurobiological and behavioral outcomes through genetic, epigenetic, and molecular mechanisms in the brain.
Fundamental principles and objectives of health physics (radiation protection), the quantities of radiation dosimetry (the absorbed dose, equivalent dose, and effective dose) used to evaluate human radiation risks, elementary shielding calculations and protection measures for clinical environments, characterization and proper use of health physics instrumentation, and regulatory and administrative requirements of health physics programs in general and as applied to clinical activities.
What is the Mediterranean and how was it constructed and canonized as a space of civilization? A highly multicultural, multilingual area whose people represent a broad array of religious, ethnic, social and political difference, the Mediterranean has been seen as the cradle of western civilization, but also as a dividing border and a unifying confluence zone, as a sea of pleasure and a sea of death. The course aims to enhance students’ understanding of the multiple ways this body of water has been imagined by the people who lived or traveled across its shores. By exploring major works of theory, literature and cinema since 1800, it encourages students to engage critically with a number of questions (nationalism vs cosmopolitanism, South/North and East/West divides, tourism, exile and migration, colonialism and orientalism, borders and divided societies) and to ‘read’ the sea through different viewpoints: through the eyes of a German Romantic thinker, a Sephardic Ottoman family, an Algerian feminist, a French historian, a Syrian refugee, an Italian anti-fascist, a Moroccan writer, an Egyptian exile, a Bosnian-Croat scholar, a Lebanese-French author, a Cypriot filmmaker, an Algerian-Italian journalist, and others. In the final analysis,
Med Hum II
is meant to arouse the question of what it means to stand on watery grounds and to view the world through a constantly shifting lens.
In this class, students will travel to Cuttyhunk Island in Massachusetts to explore issues of history, sustainability, and climate change. It will serve to address the one-credit practicum requirement in the Undergraduate Program in Sustainable Development. The overarching question students will ask is: what does it mean to inhabit a place well? To answer this, students will read a selection of literary, historical, and scientific texts while performing physical labor including meal preparation and oyster cultivation on Cuttyhunk Island and assuming responsibility for their classmate community through self-governance. Taught in collaboration with faculty at the Gull Island Institute, the course enables students to critically investigate multiple ways in which knowledge of place is produced and to explore how such knowledge informs, and ought to inform, practices of sustainable development. In traveling to Cuttyhunk Island, students will take up a standpoint from which to consider their own learning goals and develop approaches to more fruitfully engaging the places of Manhattan Island and the Columbia University campus in the course of their SDEV studies.
The class will use the physical setting of islands, and the conjunction of seminar with labor, self-governance, and everyday life, to connect different kinds of knowledge across boundaries of discipline and tradition, thought, and embodied practice. Students will analyze written texts, but they will also be challenged to read and interpret a piece of the landscape, an object, or ecosystem through their immersive experience on Cuttyhunk Island. Readings will investigate the natural and human histories of the Buzzards Bay region, contemporary sustainability efforts on Cuttyhunk, as well as the wider assumptions and categories that shape the ideas of sustainability and habitability: what models of action and agency are entailed in these concepts? What relationships between humans and non-human (beings and environments) do such concepts presuppose? Finally, what skills, structures, and actions are necessary to make places habitable, and inhabit them well?
Aimed at seniors and graduate students. Provides classroom experience on chemical engineering process safety as well as Safety in Chemical Engineering certification. Process safety and process control emphasized. Application of basic chemical engineering concepts to chemical reactivity hazards, industrial hygiene, risk assessment, inherently safer design, hazard operability analysis, and engineering ethics. Application of safety to full spectrum of chemical engineering operations.
MS IEOR students only. Introduction programming in Python, tools with the programmer's ecosystem. Python, Data Analysis tools in Python (NumPy, pandas, bokeh), GIT, Bash, SQL, VIM, Linux/Debia, SSH.
Prerequisites: (MDES GU4510) and (MDES GU4511) 3RD Year Modern Hebrew or the instructor's permission. This course focuses on central identities shaping Israeli society and is designed to give students extensive experience in reading Hebrew. Through selected readings of contemporary literary works and media texts, students will increase their proficiency in Hebrew and enhance their understanding of Israeli culture and society. All readings, written assignments, and class discussions are in Hebrew. No P/D/F or R credit is allowed for this class.
Open only to students in the department. A survey of laboratory methods used in research. Students rotate through the major laboratories of the department.
Intended to build familiarity with using Python for ingesting, analyzing, visualizing, and interpreting data. Includes data ingesting techniques, using libraries (pandas and numpy), data analytics, machine learning (using SciKit-Learn), visualization, and big data analytics (Spark).
An interdisciplinary investigation into Italian culture and society in the years between World War I and the present. Drawing on historical analyses, literary texts, letters, film, cartoons, popular music, etc. the course examines some of the key problems and trends in the cultural and political history of the period. Lectures, discussion and required readings will be in English. Students with a knowledge of Italian are encouraged to read the primary literature in Italian.
Advanced Moving Image: Video, Film, Art & Movement
is an advanced moving image class which centers on the use of both established and emergent digital technologies as a medium for exploration and artistic expression. The focus will be on artworks that reference the body/bodies in movement, the creation of Avatars and the designing of environments and spatial narratives. Existing works from this emergent area will be shown to give cultural and historical context, seen through a personal and political lens. The course will be intensive and hands-on, the apprehension of technical and aesthetic skills will be utilized to create works based on the individual or collective expression of the artist/s.
Students are encouraged to explore areas of personal interest and to incorporate this research
into their production work. Taking an active role in class discussions and production teamwork is
required. The course is offered to both graduate and undergraduate students. It is expected that at the end of the course students will have gained an active knowledge of core concepts and techniques useful in working with performance capture within an art context.
Aims to give the student a broad overview of the role of Operations Research in public policy. The specific areas covered include voting theory, apportionment, deployment of emergency units, location of hazardous facilities, health care, organ allocation, management of natural resources, energy policy, and aviation security. Draws on a variety techniques such as linear and integer programming, statistical and probabilistic methods, decision analysis, risk analysis, and analysis and control of dynamic systems.
Prerequisites: CHNS W4007 or the equivalent. Admission after placement exam. Focusing on Tang and Song prose and poetry, introduces a broad variety of genres through close readings of chosen texts as well as the specific methods, skills, and tools to approach them. Strong emphasis on the grammatical and stylistic analysis of representative works. CC GS EN CE
Students carry out a semester-long process or product design project. The project culminates with a formal written design report and a public presentation.
Renewable energy such as wind and photovoltaics, hydrogen, electric vehicles, and building decarbonization; geothermal energy and resources; data centers; smart inverters; energy storage technologies; automated metering infrastructure (AMI); distributed energy resource management (DERMS); cybersecurity for the grid.
Applies core tools of Executive Master of Science Program to development or design challenge in concentration area. Integrates learning to practice the application of new skills. Students can propose a challenge or join an existing challenge proposed by faculty.
Management of complex projects and the tools that are available to assist managers with such projects. Topics include project selection, project teams and organizational issues, project monitoring and control, project risk management, project resource management, and managing multiple projects.
Teams of students work on real-world projects in analytics. Focus on three aspects of analytics: identifying client analytical requirements; assembling, cleaning and organizing data; identifying and implementing analytical techniques (e.g., statistics and/or machine learning); and delivering results in a client-friendly format. Each project has a defined goal and pre-identified data to analyze in one semester. Client facing class. Class requires 10 hours of time per week and possible client visits on Fridays.
Prerequisites: Third Year Modern Hebrew I or Hebrew for Heritage Speakers II Focus on transition from basic language towards authentic Hebrew, through reading of un-adapted literary and journalistic texts without vowels. Vocabulary building. Grammar is reviewed in context. A weekly hour is devoted to practice in conversation. Daily homework includes reading, short answers, short compositions, listening to web-casts, or giving short oral presentations via voice e-mail. Frequent vocabulary quizzes. No P/D/F or R credit is allowed for this class.
Prerequisites: one year of biology. This is a lecture course designed for advanced undergraduates and graduate students. The focus is on understanding at the molecular/biochemical level how genetic information is stored within the cell, how it is replicated and expressed, and how it is regulated. Topics covered include genome organization, DNA replication and repair, transcription, RNA processing, and translation. This course will also emphasize the critical analysis of the scientific literature and help students understand how to identify important biological problems and how to address them experimentally. SPS 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
Prerequisites: advanced music major and extensive contemporary music background. Analysis of the modern repertory of contemporary music with directional emphasis on actual conducting preparation, beating patterns, rhythmic notational problems, irregular meters, communication, and transference of musical ideas. Topics will include theoretical writing on 20th-century conducting, orchestration, and phrasing.
In every culture there exist highly specific features, which, in their interplay, create its quintessence. In terms of Greek antiquity, temples are generally considered one of these significant cultural parameters. One easily tends, however, to forget that temples are simply a small part – and not even an essential one – of so-called sacred or religious spaces. It is the sanctuary with its precinct wall, temples, sacred groves, divine images, offerings, and – above all – the altar or altars that constitutes the central and transcendent spatial element of ancient Greek religion. Nevertheless, despite their primarily religious function, Greek sanctuaries were never simply cultic spaces; every single one of them was to various degrees an integral part of its social, political, and economic context. The occasionally problematic interpretive model of the “polis religion” makes it absolutely clear that Greek sanctuaries cannot be studied and properly understood, if they are not examined beyond the constraints of religion. Aim of the seminar is to understand the forms and functions of architecture and dedicatory objects in Greek sanctuaries while analyzing these religious, social and political spaces as the centers in which Greek aesthetics, Greek identity, and ultimately Greek culture were shaped.
The Fifth Year Chinese course is designed for advanced learners who have a proficient command of the Chinese language in all four aspects: listening, speaking, reading, and writing, regardless of whether they have Chinese heritage. The course provides a wide variety of literary genres, ranging from short stories to aesthetic essays to academic articles, to enhance students' mastery of formal written Chinese. While the primary objectives of this course lie in reading, students also have opportunities to develop their speaking competence through a variety of in-class discussions, debates, and presentations.
Applications of SE tools and methods in various settings. Encompasses modern complex system development environments, including aerospace and defense, transportation, energy, communications, and modern software-intensive systems.
IEOR students only; priority to MSBA students. Survey tools available in Python for getting, cleaning, and analyzing data. Obtain data from files (csv, html, json, xml) and databases (Mysql, PostgreSQL, NoSQL), cover the rudiments of data cleaning, and examine data analysis, machine learning, and data visualization packages (NumPy, pandas, Scikit-lern, bokeh) available in Python. Brief overview of natural language processing, network analysis, and big data tools available in Python. Contains a group project component that will require students to gather, store, and analyze a data set of their choosing.
MSBA students only. Groups of students will work on real world projects in analytics, focusing on three aspects: identifying client analytical requirements; assembling, cleaning, and organizing data; identifying and implementing analytical techniques (statistics, OR, machine learning); and delivering results in a client-friendly format. Each project has a well-defined goal, comes with sources of data preidentified, and has been structured so that it can be completed in one semester. Client-facing class with numerous on-site client visits; students should keep Fridays clear for this purpose.
Covers advancements in the fields of cellular and developmental biology, molecular biology and materials science towards the development of “tissue engineered” therapies. Emphasis on tissue engineering therapies applied to musculoskeletal tissues, such as bone, cartilage, and skeletal muscle, and nervous tissues (central and peripheral nervous system). Design considerations and concepts in market analysis examined.
MS IEOR students only. Introduction to machine learning, practical use of ML algorithms and applications to financial engineering and operations. Supervised learning: regression, classification, resampling methods, regularization, support vector machines (SVMs), and deep learning. Unsupervised learning: dimensionality reduction, matrix decomposition, and clustering algorithms.
COURSE DESCRIPTION
Through assigned readings and a 3500-4000 word paper, students will gain familiarity with a range of historical moments in the history of public health in the 20th-century United States. Themes will include ethnic and racial formations, technological development, biopolitics and biopower, medicalization, geography, political economy, and biological citizenship, among others.. Topics to be examined will include, but will not be limited to, women’s health organization and care; HIV/AIDS politics, policy, and community response; reproductive justice; “benign neglect”; urban renewal and gentrification; social movements, and environmental justice. Previous coursework in relevant fields required (U.S. history or health history, certain area studies, Public Health/Sociomedical Sciences, medical humanities, etc.).
GUIDELINES & REQUIREMENTS
There are no official prerequisites. However, this is an upper-level course, and students should have some academic or professional background in health studies (especially public health), African-American/ethnic studies (history or social science), or some other work related to the course material.
ADMISSION
Admission to this course is by application only, Students from all schools, including Teachers College, are welcome to apply. Students may not enroll in this course on a pass/fail basis or as an auditor without instructor permission.
Few events in American history can match the significance of the American Civil War and Reconstruction and few left a better cache of records for scholars seeking to understand its signal events, actors, and processes. Starting with the secession of eleven southern states, white southerners’ attempts to establish a proslavery republic (the Confederate States of America) unleashed an increasingly radical, even revolutionary war. Indeed, as the war assumed a massive scope it drove a process of state building and state-sponsored slave emancipation in the United States that ultimately reconfigured the nation and remade the terms of political membership in it.
Data visualization and how to build a story with data. Using complex data or statistics to communicate results effectively. Learn to present analysis and results conscisely and effectively.
“The possibility of pogroms,” claims Theodor Adorno, “is decided in the moment when the gaze of a fatally-wounded animal falls on a human being. The defiance with which he repels this gaze—’after all it's only an animal’—reappears irresistibly in cruelties done to human beings.” This course traces the development of Modern Hebrew literature, from its fin-de-siècle revival to contemporary Israeli fiction, through the prism of animality and animalization. We will focus on human-animal relations and animalization/dehumanization of humans in literary works by prominent Hebrew authors, including M.Y. Berdichevsky, Devorah Baron, S.Y. Agnon, Amos Oz, David Grossman, Orly Castel-Bloom, Almog Behar, Etgar Keret, and Sayed Kashua. Employing posthumanist and ecofeminist theoretical lenses, we will analyze the bio-political intersections of species and gender, as well as animalization as a process of otherization of marginalized ethnic groups. Throughout the course, we will ask questions, such as: why animals abound in Modern Hebrew literature? Are they merely metaphors for intra-human issues, or rather count as subjects? What literary devices are used to portray animals? How has the depiction of human-animal relations changed in Hebrew over the last 150 years? How do cultural and political frameworks inform representations of human-animal relations? No prior knowledge of Hebrew is required; all readings and class discussions will be in English. Course participants with reading knowledge of Hebrew are encouraged to consult the original literary texts, provided by the instructor upon request.
OKR framework and different variations. Measurement techniques (A/B testing, validation, correlation, etc.) Identifying what to measure in product experience and business initiatives. Data-driven decision making.
This seminar takes as its hypothesis that pastel, an artistic medium whose rise to prominence in eighteenth-century Europe was as spectacular as it was short-lived, offers a particularly productive lens through which to consider some of the fundamental aesthetic, social, and cultural debates that helped shape Enlightenment thought. To test this hypothesis, we will study the work of celebrated pastel practitioners such as Rosalba Carriera, Maurice-Quentin de La Tour, Jean-Étienne Liotard, and John Russell, in dialogue with primary sources authored by artists, art critics, art theoreticians, and philosophers, whose thought found provocative responses in the luminous, fragile, and ultimately modern surfaces of pastels. Topics of discussion will include: color in the discourse on art; craft in Diderot and d’Alembert’s
Encyclopédie
; pastel, cosmetics, and identity; the art market and the debate on luxury; and new understandings of the self. These discussions will be informed by recent scholarship on eighteenth-century art engaging with questions of materiality, identity, and consumption, among others.
Introduction to fundamental aspects of immunology and engineering strategies to modulate the immune system to improve human health. We will cover the innate and adaptive immune system and current methods to characterize the immune response. Applications focus on cancer, vaccines, and autoimmune disorders.
Course covers major statistical learning methods for data mining under both supervised and unsupervised settings. Topics covered include linear regression and classification, model selection and regularization, tree-based methods, support vector machines, and unsupervised learning. Students learn about principles underlying each method, how to determine which methods are most suited to applied settings, concepts behind model fitting and parameter tuning, and how to apply methods in practice and assess their performance. Emphasizes roles of statistical modeling and optimization in data mining.
Practical implementation of neuroimaging techniques, data types, processing methods and clinical findings on independent datasets across a variety of neurological and psychiatric conditions. Basics from anatomy to digital image analysis will be explored culminating in a final project.
This seminar explores the intersections between Ludwig Wittgenstein's philosophy and key developments in artificial intelligence. We will examine how Wittgenstein’s later philosophy challenges contemporary debates about the capabilities and limitations of machine intelligence. We will also learn how AI practitioners actively engage with Wittgenstein’s ideas, developing innovative methods in machine translation, semantic networks, or natural language processing (NLP) in general.
Required for all graduate students in the Medical Physics Program. Practicing professionals and faculty in the field present selected topics in medical physics.
Design, fabrication, and application of micro-/nanostructured systems for cell engineering. Recognition and response of cells to spatial aspects of their extracellular environment. Focus on neural, cardiac, coculture, and stem cell systems. Molecular complexes at the nanoscale.
Design, fabrication, and application of micro-/nanostructured systems for cell engineering. Recognition and response of cells to spatial aspects of their extracellular environment. Focus on neural, cardiac, coculture, and stem cell systems. Molecular complexes at the nanoscale.
The course covers a general introduction to the theory and experimental techniques of structural biology (protein expression and purification, protein crystallography, cryo-electron microscopy, nuclear magnetic resonance) and then how to use the structural information to understand biochemical and biological processes. The first part of the course will cover the general introduction to structural biology. The second part of the course will involve discussions and explorations of various structures, led by the instructor but with substantial participation from the students, to understand the molecular mechanisms of selected biochemical and biological processes. In the final part of the course, each student will select and lead discussions on a primary structural biology paper. The overall goal of the course is to increase the understanding of how protein structures are determined, what protein structures look like, and how to use the structures to understand biology.
This seminar will explore how technological innovations have radically transformed the experience of biological motherhood, from (pre-)conception to pregnancy and birth. The twenty-first century has seen rapid advances in genomic and reproductive care, the circulation of new family and kinship structures, the entrenchment of existing global networks of power and privilege, and the politics of contested bodily sites. But while technology might seem to be the main driver of these changes, the revolution in motherhood is as much a product of transformation in other domains: ethics, social structures, aesthetics, and experience.
Together, we will work to understand how medical technologies have changed—and have been changed by—the experience of biological motherhood in a global context. We will encounter technologies for regulating and shaping biological motherhood: for instance, contraceptive devices, pregnancy tests, genetic editing tools, egg freezing and cryogenic storage for embryos, prenatal tests and scans, gestational surrogacy and its global commercial markets, and new frontiers of technology which enable novel forms of biological parentage (e.g. gestational parenthood for trans men; babies with the DNA of two fathers). At every turn, we will consider not only the positive and liberating affordances of such technologies, but also the (sometimes unexamined) burdens that trail their imbrication in the lives of mothers and parents.
The seminar will particularly suit students who are interested in the medical humanities, in pre-medical studies, in literary memoir, and in bioethics and critical theory.
This course explores the intersection of cultural production with national policies and global economies in the context of Tibet. We will focus not on colonial sources (Mythos Tibet) but on a wide range of representational and expressive practices
by contemporary Tibetans
in film, literature, music, social media, art, performance, local museums, etc. -- all since the 1990s. Tibetan cultural production today is at once localized and transnational, whether it is the vision and work of artists in the People's Republic of China or the creation of Tibetans living in the diaspora. We will explore the impact of colonialism and socioeconomic marginalization on the de-centering and re-centering of ethnicity and identity in education, publishing, and the arts. How do Tibetan artists, musicians, filmmakers, writers, comedians, and other cultural producers negotiate the complexities of modernity, secularization, globalization and political agendas, vis-à-vis incentives to preserve traditions, while engaging creatively?
Each week will focus on 2 to 3 primary sources and 1 or 2 related secondary readings. Our discussions of the primary source materials (film screenings, readings, artwork, performances, etc.) will be enriched with readings in Cultural Studies, sociology, and anthropology, and by conversations with area artists.
The last decade of 20 th century witnessed a rapid convergence of three C’s: Communications, Computers, and Consumer Electronics. This convergence has given us the Internet, smart phones, and an abundance of data with Data Science playing a major role in analyzing these data and providing predictive analytics that lead to actionable items in many fields and businesses. Finance is a field with a large amount of information and data that can utilize the skills of Data Scientists, however, to be effective in this field a data scientist, in addition to analytic knowledge, should also be knowledgeable of the working, instruments, and conventions of financial markets that range from Foreign Exchange to Equities, Bonds, Commodities, Cryptocurrencies and host of other asset classes. The objective of this course is to provide Data Science students with a working knowledge of major areas of finance that could help them in finding a position in the Financial Industry. The wide range of topics covered in this course besides expanding the range of positions where students could be a fit, it gives them more flexibility in their job search. The course will also be of value to them in managing their own finances in the future.
What defines a “documentary” film? How do documentaries inform, provoke and move us? What formal devices and aesthetic strategies do documentaries use to construct visions of reality and proclaim them as authentic, credible and authoritative? What can documentary cinema teach us about the changing Chinese society, and about cinema as a medium for social engagement? This seminar introduces students to the aesthetics, epistemology and politics of documentary cinema in China from the 1940s to the present, with an emphasis on contemporary films produced in the past two decades. We examine how documentaries contended history, registered subaltern experiences, engaged with issues of gender, ethnicity and class, and built new communities of testimony and activism to foster social change. Besides documentaries made by Chinese filmmakers, we also include a small number of films made on China by western filmmakers, including those by Joris Ivens, Michelangelo Antonioni, Frank Capra and Carma Hinton. Topics include documentary poetics and aesthetics, evidence, performance and authenticity, the porous boundaries between documentary and fiction, and documentary ethics. As cinema is, among other things, a creative practice, in this course, students will be given opportunities to respond to films analytically and creatively, through writing as well as creative visual projects.
Each offering of this course is devoted to a particular sector of Operations Research and its contemporary research, practice, and approaches. If topics are different, then course can be taken more than once for credit.
Each offering of this course is devoted to a particular sector of Operations Research and its contemporary research, practice, and approaches. If topics are different, then course can be taken more than once for credit.
Each offering of this course is devoted to a particular sector of Operations Research and its contemporary research, practice, and approaches. If topics are different, then course can be taken more than once for credit.
Statistical machine learning techniques and advanced mathematical concepts for analysis of high-dimensional biomedical data. Topics include optimal transport and probabilistic modeling for multi-modal genomic and imaging data integration and analysis of spatial and temporal dynamics. Programming assignments, problem sets, and a final project will be required.
Each offering of this course is devoted to a particular sector of Operations Research and its contemporary research, practice, and approaches. If topics are different, then course can be taken more than once for credit.
The Haitian Revolution (1791-1803), in which the enslaved in France’s richest Caribbean colony threw off their chains and defeated the European colonial powers, was a seismic event in modernity. As an “unthinkable” revolution that was silenced by later (according to Michel-Rolph Trouillot) history yet was ubiquitously discussed at the time, the Haitian Revolution calls into question the very meaning of an “event” and challenges the fundamental organizing terms of the modern era. In this class, we will study this revolution, its representations, and its legacies into the present. We’ll pay special attention to the archive that records the experiences of the Haitian revolutionaries themselves, from poems, songs, and plays to political texts, and we’ll also be interested in reactions from Romantic-era writers in Europe like William Wordsworth and Victor Hugo. How was the revolution written and expressed by its participants, and what can we learn from the depictions it solicitated in those reading about the event from afar? In the last weeks, the course will also take up important historical, literary, and philosophical treatments of the Haitian Revolution in the twentieth-century.
This course is open to advanced undergraduates and to graduate students. As a 4000-level seminar, you’ll be expected to produce a research paper related to the course material at the conclusion. Some reading knowledge of French would be helpful but is not required.
A project-based course in Forecasting, predicting a time series into the future, to prepare students for real-world applications including articulating the business case, value creation, problem statement, and the iterative development of solutions including building a data pipeline, exploration, modeling, and visualizations. The course will use Statistical methods, Machine Learning, and Deep Learning with Transformer-based methods to predict a time series. It will use nuggets of signal processing to augment Machine Learning models to characterize and filter orders of dynamics in the time series data.
In this course, you'll leverage student engagement data to create a photo and text recommendation app similar to Instagram/Twitter. This app will utilize AI-generated photos and text and require you to recommend a feed from over 500,000 pieces of AI generated content. We'll explore various techniques to achieve this, including, but not limited to: Candidate Generation (Collaborative filtering, Trending, Cold start, N-tower neural network models, Cross-attention teachers, Distillation, Transfer learning, Random graph walking, Reverse indexes, LLMs as embedding), Filtering (Small online models, Caching, Deduplication, Policy), Prediction/Bidding (User logged activity based prediction (time-series), Multi-gate mixture of experts (MMOE), Regularization, Offline/Online evaluation (NDCG, p@k, r@k), Boosted Trees, Value Based Bidding), Ranking (Re-ranking, Ordering, Diversity, Enrich/Metadata/Personalization, Value Functions), Misc (Data Privacy and AI Ethics, Creator Based Models, Declared, Explicit and implicit topics, Explore/Exploit, Interpret/Understand/Context/Intention).
These concepts are applicable to various recommendation systems, from e-commerce to travel to social media to financial modeling. The instructor's experience at Uber Eats, Facebook, Instagram, and Google will provide valuable insights into real-world use cases.
Topics include biomicroelectromechanical, microfluidic, and lab-on-a-chip systems in biomedical engineering, with a focus on cellular and molecular applications. Microfabrication techniques, biocompatibility, miniaturization of analytical and diagnostic devices, high-throughput cellular studies, microfabrication for tissue engineering, and in vivo devices.
Erasmus of Rotterdam (d. 1536), arguably the single most influential public intellectual of the sixteenth century, was responsible for the educational and religious reforms that changed European culture in the early modern period and that are in many quarters still with us today. This course will feature the rhetorical assumptions and methods that shaped these reforms with an eye to the commonalities that narrowed the gap between the exercises of the schoolmaster, the efforts of the preacher, and the accomplishments of the literary artist.
Aerosol impacts on indoor and outdoor air quality, health, and climate. Major topics include aerosol sources, physics, and chemistry; field and laboratory techniques for aerosol characterization; aerosol direct and indirect effects on climate; aerosols in biogeochemical cycles and climate engineering; health impacts including exposure to ambient aerosols and transmission of respiratory disease.
Moving between different languages and alphabets is a constitutive aspect of the diasporic experience. To remember or forget the mother tongue, to mix up two or more languages, to transcribe one writing system onto another are all modes of negotiating geographical displacement. This course introduces students to literature about and by Greeks of the diaspora in Europe, the Balkans and America over the past two centuries exploring questions of migration, translation and gender with particular attention to the look and sound of different alphabets and foreign accents – “It’s all Greek to me!” Authors include Benjamin, Broumas, Chaplin, Chow, Conan Doyle, Kafka, Kazan, Morrison, Papadiamantis, Queen, Valtinos and Venuti.
While Israel is perhaps one of the most discussed and debated state in the world – only few onlookers have a deep understanding of Israel’s complex and fragmented society and politics.
This course invites the students into a journey to the historical and current Israeli politics and society by introducing the creation of the Israeli Democracy, the main political debates, different ideological visions, and the main cleavages and demographic divisions that have driven Israeli society from 1948 through the present days.
By presenting continuation and changes in Israel history and society the students will learn about the main events in Israel history with respect to military and diplomatic issues, different groups and parties – among them, Ultra-Orthodox (Haredim), Palestinian citizens of Israel, Ethiopian Jews, Religious Zionist, Jewish settlers, Ashkenazi vs Mizrahi/Sephardic Jews – which create the fabric of Israel politics and society from its formative years to the current era.
With an eye open to current developments, the course will also discuss new trends in Israeli politics.
In addition to the reading and primary sources, the students will watch and review films about Israeli politics and culture. At the end of the course the students will gain a better understanding of Israel and its complexities.
Course Objectives
By the end of the course students will, (1) Understand Israel’s broad and diverse social and political spectrum, with an emphasis on historical events and core issues (the peace process, religion-state dynamics, etc.)
2. Be able to discuss and write intelligently about Israel’s history, politics and culture.
What happens to a body stilled in space, when it takes a shape and holds it? How does its relationship to public space change? How is its transformation attenuated when the body is in formation with other bodies, a breathing still life of people and props? This performance art course will use the question of a body’s stillness as a platform to create interdisciplinary projects that exist between dance, sculpture, collaborative movement, and performance art. Through core readings and case study presentations, we will discuss unique possibilities of representation and challenges this form enables, and the prominent role it has been taking within the visual arts in recent years. Students will engage with a variety of aesthetic strategies and formal techniques such as movement workshops, sensory exercises, video, wearable sculptures, collaboration, scores, and group meditation. Studio work will focus on concrete intersections between the body and the object, and case studies chosen to encourage students to think of movement as a form of resistance, and to consider the political implication of collaborative work that unfolds over time. Performativity in the context of this class is widely defined, and no prior experience is required.