In addition to providing hands-on experience using Excel's advanced capabilities, the course is designed to serve as a bridge between introductory econometrics and practical work with real-world datasets. Arch: SSC We will primarily consider two topics: (1) two-sided matching markets, such as the National Resident Matching Program and the Kidney Exchange for transplants, and (2) auctions used by Google, Facebook, etc. Arch: SSC L11Econ413 Introduction to Econometrics. L11Econ484 Computational Macroeconomics. Students with a major in Math+Econ have two options through which the Certificate in Financial Economics may be earned. Four advanced economics electives (12 units), at least two of which must have an Econ4011orEcon4021 prerequisite. The Economics program explores the problems of a modern economy and introduces the methodological tools that economists use. This course is designed to complement Econ 472. Topics include language models, text, classification, tagging, parsing, machine translation, semantic, and discourse analysis. via Zoom (see Canvas for Zoom link). Time permitting, additional topics will be introduced. Prerequisites: Econ 1011 and 1021. Credit 3 units. Graduate applicants: Attend an info session and skip the application fee, PhD in Computer Science or Computer Engineering, Graduate Certificate in Cybersecurity Engineering, Graduate Certificate in Data Mining & Machine Learning, Bachelor of Science in Business + Computer Science, Bachelor of Science in Computer Engineering, Bachelor of Science in Computer Science + Economics, Bachelor of Science in Computer Science + Math, Machine Learning & Artificial Intelligence, Faculty positions (Assistant/Associate/Full Professor), Energy, Environmental & Chemical Engineering, Mechanical Engineering & Materials Science. Prerequisite: Econ 4011. In this course, we study the driving forces of inequality across countries, across time, and across individuals within a country. A minimum of 3 of the 5 economics electives must be drawn from the approved List of Financial Economics electives, above. Students whose primary major is in another college should consult with that colleges website. Arch: NSM, SSC The lower-division course requirements are designed to provide a strong foundation in mathematics, physics, programming methodology and skills, and computer organization. Independent reading and research under faculty direction leading to a Senior Honors Thesis. Video recording of a Q&A session by Prof. Raj Jain of Washington University in St. Louis, USA Art: SSC The PDF will include content on the Courses tab only. A Home course is a course that is created, maintained and owned by one academic department (aka the Home department). In CSE 517a we cover topics such as kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), unsupervised learning, and practical machine learning (feature selection, dimensionality reduction, model evaluation, and comparison). Credit 3 units. This course is a student's initial study of econometric theory and practice. Topics include recession and recovery; long-term growth; saving and social security; investment; and monetary policy. Analytic theory of consumer and producer behavior under perfect and imperfect competition. Depending on developments in the field, the course will also cover some advanced topics, which may include learning from structured data, active learning, and practical machine learning (feature selection, dimensionality reduction). Currently, there are two courses in "Topics in Financial Economics": Asset Pricing and Investments. Credit variable, maximum 3 units. This mini course offers students the opportunity to master the advance functionality of Microsoft Excel, and to apply those skills to common economic, statistical, and financial problems. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Section 3 prerequisites: Econ 4011 and Math 2200 or equivalent. (106 Documents), CSE 260 - Introduction to Digital Logic and Computer Design The first is demand-side oriented and includes: (1) the measurement of the returns to education in the labor market (human capital theory; the central idea of education as human capital investment); and (2) a characterization of the education production function, which relates the various inputs affecting a student's learning (schools, families, peers, neighborhoods, etc.) The course examines critically two prescriptions that economics usually endorses: (1) "balancing" of benefits against costs (e.g., benefit-cost analysis) and the use of risk analysis in evaluating policy alternatives; and (2) use of market incentives (e.g., prices, taxes or charges) or "property rights" instead of traditional command-and-control regulations to implement environmental policy. *Math 493 is elective credit in the major if Math 3200 is completed to satisfy the core requirements. Behavioral economics is an effort to incorporate ideas from psychology into economic models of behavior. Prerequisite: Econ 4011. Theory and policy applications of labor supply and labor demand; explanations of wage and income differentials; migration and immigration; discrimination; labor unions; unemployment. It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second). Three 3-unit computer science electives drawn from the list below: With instructor permission, students may use any of the following for economics elective credit: Students may declare a prime or a second major in Math + Economics via L24 (Math) or L11 (Econ), and that will determine their major advisor. The first third of the class examines market failure when an economy contains externalities and public goods and the general nature of public policies that address these issues. Econ 4011 Intermediate Microeconomic Theory, or Econ 413W Introduction to Econometrics with Writing. Economics majors and minors must take this course (or Math 233) prior to, or concurrently with, Econ 4011. Credit 1 unit. Arch: SSC Prerequisites: Econ 4011 and Math 2200. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Are you sure you want to create this branch? A&S IQ: SSC They are cancelled on Dec 3. EN: S, L11Econ328 History of Economic Analysis. Though basic functions will be covered, our focus will be on leveraging Excel's more advanced functions, analytical tools, reporting templates, and linking features to manage multiple workbooks, manipulate data across files, automate tasks, and produce publication quality charts, tables, and graphs. The class will include an introduction to experimental methods in economics, including hands-on experience in the MISSEL laboratory. EN: S. This course will cover the logic underlying the economics and politics of public policies concerning issues such as international trade, monetary policy, fiscal policy, market reforms, pollution control, economic inequality and the welfare state more generally. Econometrics is the development and application of statistical techniques for the measurement of economic phenomena. Development of Solow growth model, along with theories of endogenous growth and an examination of reasons for differences in growth rates across counties. Enrollment limited to 15 students with priority given to senior economics majors. The other two economics electives must come from the following list: For Mathematics, the electives can come from the following list: Advising, Questions, and Further Considerations: By completing a specialized set of electives, majors (prime or second, including the joint majors) can earn the Certificate in Financial Economics. At what level does an interest rate become usury? Attendance at the subsection is recommended, but not required. This is the version of our website addressed to speakers of English in the United States.If you are a resident of another country or region, please select the . The Neoclassical Growth Model and its variants are used to study aggregate trends and aggregate effects of government policy. Prerequisite: Econ 1011. Emphasis on the consistency between empirical data and different concepts of the American Dream. The principal focus will be the calculus of multivariate functions (including total and partial differentiation), unconstrained and constrained optimization of multivariate functions, and implicit and inverse function rules. IMSE leverages the full potential of interdisciplinary materials research by bringing together researchers from engineering, physics, chemistry, earth and planetary sciences and the medical school. With instructor permission, students may use any of the following for economics elective credit: Econ 501, Econ 502, Econ 503, Econ 504, Econ 511, Econ 513. Prerequisite: Econ 1011. If you have taken a Machine Learning course from another university, and are confident about the topics above, we welcome you to our class! Even those familiar with the basic functioning of Excel may be surprised to learn how little of its full capability most users access. L11Econ410 Macroeconomics of Inequality. They should also discuss with their advisors the possibility of taking courses such as accounting in the Olin Business School. (The course cannot be used for economics major/minor credit. Its easy to start your application today. Arts & Sciences students who declare this major must fulfill the distribution and all other requirements for an AB degree in addition to the specific requirements listed below. Majors in an approved study abroad/study away program may receive transfer credit for the Econ 413 and two electives at the 300-level. Economic analysis of labor markets. VANCOUVER, British Columbia, March 02, 2023 -- Algernon Pharmaceuticals Inc. , a clinical stage pharmaceutical development company, is pleased to announce that its subsidiary Algernon. The primary focus will be a critical examination of psychological theories of nonstandard preferences including loss aversion, probability weighting, reciprocity, fairness and present bias. Economic analysis of labor markets. Engineering students who declare this major must fulfill the distribution and all other requirements for the BS in Applied Science degree in the McKelvey School of Engineering. Economics electives of particular relevance include (but are not limited to): Econ 413 may be taken from an approved study abroad program. CSE 546 Machine Learning for Big Data . EN: S, L11Econ437 The Economics of Financial Intermediation. We will explore how skills from entrepreneurship and venture creation can be used to improve water, climate, education and gender equality globally and here in St. Louis. economics@wustl.edu, Advising / Questions / Further Considerations. CSE 517A Machine Learning, Washington University in St. Louis - GitHub - suziray/COURSE-517-machine-learning: CSE 517A Machine Learning, Washington University in St. Louis Visit online course listings to view semester offerings for L11 Econ. The purpose of this course is to introduce students to some of the theories and doctrines that constitute the main paradigms from which economists and policy makers approach the world. Students who have AP credit for Math 131, Math 132 and/or Math 2200 do not have to complete additional mathematics coursework. The courses they take in fulfillment of this program will count toward their distribution as usual, following the designation of such courses by the College of Arts and Sciences or by approval of the SEAS Undergraduate Studies Committee. **Non-engineering students may substitute Math 3200 or Math 3211 for the ESE 326 prerequisite. For the Econ+CSE major and the Math+Econ major, Math 3200 is the preferred course choice. The other two economics electives must come from the following list: Econ 404 Behavioral and Experimental Economics, Econ 437 The Economics of Financial Intermediation, Econ 477 Topics in Financial Economics: Investments, Econ 477 Topics in Financial Economics: Asset Pricing. In CSE 517a we cover topics such as kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), unsupervised learning, and practical machine learning (feature selection, dimensionality reduction, model evaluation, and comparison). (43 Documents), CSE 417T - 417T *For statistics, Math 3200 or ESE 326 are the preferred choices. CSE 517A -MACHINE LEARNING Spring 2018 Marion Neumann COURSE OVERVIEW & STRUCTURE ABOUT Marion Neumann email: m dot neumannat wustldot edu office: Jolley Hall 222 office hours: TUE11:30-12:30pm Lectures: TUE & THU 10-11:30pm inHillman 70 Course website: https://sites.wustl.edu /neumann/courses/cse517a/sp18/ The lifecycle model is used to examine questions involving decision-making over the lifecycle. For further details on policies and procedures, please refer to the "Undergraduate Guide," the department's website, or schedule a meeting with the department's Academic Coordinator. More information about the majors, the minors, the course offerings, and the honors program can be found in the Economics Undergraduate Guide, available on the department website and from the department. Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. The PDF will include content on the Majors tab only. to measure outputs including labor market success, graduation rates and standardized test scores. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. In addition, Econ493 or Math233 must be taken prior to, or concurrently with, enrollment in Econ4011. This course covers advanced applications of Game Theory in economics. The goal of the course is to provide tools to analyze key elements of this crisis. http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. IMSE research. How to submit: You can commit your code through the command line with git and submit on Gradescope either in a zip file or through Github. This course highlights important empirical facts concerning growth and development in various countries at different development stages. Required courses: Course List; . Why are the level and the growth rate of per-capita income so different across countries? Text corpora are used by corpus linguists and within other branches of linguistics for statistical analysis, hypothesis testing, finding patterns of language use, investigating language change and variation, and teaching . We will examine the facts (past and present) and then examine the theories and their explanatory power. L11Econ1011 Introduction to Microeconomics. Copyright 2023 by:Arts & Sciences at Washington University in St. Louis, Department of Economics Specific topics to include sources of economic growth and changing living standards, unemployment, impact of globalization on U.S. citizens, economic mobility, poverty and inequality, and social justice. Topics include: translation of economic theory into statistical models, statistical foundations of econometrics, preregression analysis bivariate and multiple regression techniques, hypothesis testing, multicollinearity, specification error, autocorrelation, errors in variables, identification, and simultaneous estimation. It is administered by TAs Puneet Sachdeva and Daniel Pefley. The second third addresses particular public policies, with a focus on their intended and unintended consequences and their costs. Topics include language models, text, classification, tagging, parsing, machine translation, semantic, and discourse analysis. "Signals, Data & Equity challenges students to analyze commonly used technologies and systems in order to highlight bias found within them. *Of these options, Math 3200 is the preferred course. Coursework in Spring 2017 CSE517A Machine Learning @ Washington University in St. Louis project1: Structural Risk Minimization for Email Spam Filter (Ridge Regression, Logistic Regression, Hinge Loss) project2: Nave Bayes and Perceptron for Gender Classifier project3: Kernel SVM for Spiral Data Classifier (Kernel Types: Linear / Polynomial / RBF) Students prime in Arts & Sciences may earn Latin Honors by completing 9 units (3 courses) of additional coursework, over-and-above the major requirements: One economics course from: Econ 407; Econ 4151; Econ 452; Econ 467; Econ 484; Econ 503, One computer science course from the list above. Arch: SSC Prerequisites: Econ 4011 and Econ 4021. EN: S, L11Econ1021 Introduction to Macroeconomics. This course begins with a review of international trade theory, of the balance of payment accounts, and their relationship to international borrowing and lending. My office hours are immediately after class to 8pm on MW (location is McKelvey 1037), and 12-1pm on Sat. Minors in an approved study abroad/study away program may receive transfer credit for one economics elective at the 300-level. An analysis of selected urban problems, such as causes and effects of housing market segregation; decay and abandonment, landlord-tenant relations, crime, and urban transport systems. Refer to the Undergraduate Bulletin or Econ department website for policies pertaining to by-passing the introductory economics (Econ 1011, Econ 1021) courses. L11Econ404 Behavioral Economics and Experimental Economics. FL2023 E81 CSE 517A Machine Learning 3.0 Units Hide Description: This course assumes a basic understanding of machine learning and covers advanced topics at the frontier of the field in-depth. L11Econ4021 Intermediate Macroeconomic Theory. Topics include expected utility, strategic-form and extensive-form games with perfect information, Bayesian games, infinitely repeated games, dominance, Nash equilibrium and its refinements. I was picking universities based specifically on the CSeducation research groups,and Dr. Kelleher'sworkseemed like the most interesting andthemost similar to the type of thing I wanted to do. It is possible to graduate with Latin Honors. In addition, Econ 493 or Math 233 must be taken prior to, or concurrently with, enrollment in Econ 4011. Students use both desktop systems and hand-held (Arduino-compatible) micro-controllers to design and implement solutions to problems. Art: NSM, SSC The structure and the role of banks have changed tremendously. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. Empirical examples are drawn from Asia, Latin America, and the African subcontinent. L11Econ4301 Understanding the Financial Crisis. EN: S, L11Econ4941 Economic Analysis with Excel. Tour McKelvey Hall Discovery through research The prerequisite courses for Econ4021 are Econ1021 and Econ4011. Credit 3 units. University of Washington - Paul G. Allen School of Computer Science & Engineering, Box 352350 Seattle, WA 98195-2350 (206) 543-1695 voice, (206) 543-2969 FAX, UW Privacy Policy and UW Site Use Agreement. The seminar seeks to spread economic literacy among tomorrow's opinion leaders, improve their ability to analyze social issues, help them explain their viewpoint to others, and understand different opinions. Prerequisite: Econ 4011. The Friday subsection "A" is for Section 03 only. CSE517: Natural Language Processing Catalog Description: Overview of modern approaches for natural language processing. One economics elective having at least Econ 1011 and/or Econ 1021 as a prerequisite course. Prerequisites: Econ 4011 and Econ 413. Topics covered include: the U.S. crisis in historical and international perspective; corporate finance of firms and banks in closed and open economy; monetary and fiscal policy intervention; the open economy dimension of the financial crisis; the European Sovereign Debt crisis. The Major in Mathematics and Economics. We will examine the extent to which these are consistent with standard economic theory and how they may contradict it. 2022 Washington University in St.Louis, Elementary to Intermediate Statistics and Data Analysis, Probability and Statistics for Engineering, Introduction to Econometrics with Writing, Calculus I (AP credit may satisfy this requirement), Calculus II (AP credit may satisfy this requirement), Foundations for Higher Mathematics with Writing, Introduction to Intelligent Agents Using Science Fiction, Rapid Prototype Development and Creative Programming, Object-Oriented Software Development Laboratory, Introduction to Machine Learning and Pattern Classification, Cloud Computing with Big Data Applications, Behavioral Economics and Experimental Economics, The Economics of Financial Intermediation, Introduction to Fourier Series and Integrals, Probability (if not completed as a required course), Three 3-unit economics electives drawn fromany, Economics electives of particular relevance include (but are not limited to).

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