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Course provides a basic working knowledge of econometrics. Key variables to be evaluated include physical capital investment, education and human capital investment, technological progress, robotization, international trade, and financial markets, among others. 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. Majors must complete 7 electives, with 3 in each discipline and one from either department. (121 Documents), CSE 347 - Analysis in Algorithms This course may not be used to satisfy major requirements. Majors in an approved study abroad/study away program may receive transfer credit for the Econ 413 and two electives at the 300-level. Prerequisite: Econ 4011. 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. EN: S, L11Econ328 History of Economic Analysis. 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. Prerequisites: Econ 4011 and Econ 4021. Students can post questions and collaborate to edit responses to these questions. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. Topics include language models, text, classification, tagging, parsing, machine translation, semantic, and discourse analysis. (45 Documents), CSE 517A - Machine Learning There are many theories of how economic policies work and considerable debate as to what can be done and what should be done. "Signals, Data & Equity challenges students to analyze commonly used technologies and systems in order to highlight bias found within them. EN: S, L11Econ437 The Economics of Financial Intermediation. Click here to create & join classes Welcome to Piazza! Topics include economic growth, poverty, corruption, and human capital accumulation, with an emphasis on education and health-related policies. (43 Documents), CSE 417T - 417T Students enrolled in this program from the School of Engineering will earn an Applied Sciences degree, and will be required to satisfy the following, in addition to the major requirements: 8 units of Natural Science and Technical Writing. Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. We study inputs, outputs, and sensing; information representation; basic computer architecture and machine language; time-critical computation; inter-machine communication; and protocol design. This course is a broad introduction to machine learning, covering the foundations of supervised learning and important supervised learning algorithms. Prerequisite: Econ 4011. One economics elective having at least Econ 1011 and/or Econ 1021 as a prerequisite course. 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. Students with a prime or second major in Economics must do the following, in addition to the major requirements: Complete one additional economics elective at the 300- or 400-level. Topics vary, but may include population; human capital and labor market development; R&D and innovation; finance and growth; modernization and industrial transformation; world income disparities and poverty problems; institutions and political economy issues; environmental and social factors; and international trade and economic integration. Please direct questions about 247R and requests regarding excused absences to them via the 247R Piazza board . L11Econ4011 Intermediate Microeconomic Theory. Prerequisities: (none listed) Credits: 4.0 Substitutions for economics courses and study abroad (or away) approval will be determined by the Academic Coordinator in the Econ department. Econ 4011: Intermediate Microeconomic Theory, Econ 4021: Intermediate Macroeconomic Theory, One economics elective having at least Econ 1011 and/or Econ 1021 as a prerequisite course. Exceptional spaces for discovery and creation McKelvey Hall, home to CSE, was designed with collaboration and innovation in mind. Art: SSC Prerequisites: The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. Why is monopoly considered a bad thing? The role of banks in the economy can be explained with the tools developed in these models of the economics of information, as a microeconomic theory of banking does not exist when information is symmetric and markets are complete. Description: The field of machine learning is concerned with the question of how to construct computer programs that automatically improve with experience. Prerequisites: Econ 1011, Math 132 and concurrent enrollment in, or prior completion of, either Math 233 or Econ 493 (Mathematical Economics). 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. 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. Additionally, a minimum of 3 of the 4 economics electives must be drawn from the approved List of Financial Economics electives above. EN: S, L11Econ208 First-Year Seminar: Economics and Society, Economics and Society is a first-year seminar open to interested students, without prerequisites of any kind. BU: IS Please Note: Requests for online registration will be wait listed, and students will be enrolled according to economics major/minor status and student level (e.g., priority to Level 8 economics majors). A&S IQ: SSC, WI Our programs push the boundaries to develop and transform the future of computing. Discussion of the role of time as it pertains to interest rates, discounting and net present value. Art: SSC December 15 for spring-semester graduates. In addition, Econ493 or Math233 must be taken prior to, or concurrently with, enrollment in Econ4011. The College of Arts & Sciences and the McKelvey School of Engineering have developed a major that allows students interested in both economics and computer science to combine these two complementary disciplines efficiently, without having to pursue them as two separate majors. Summer 2019. The lifecycle model is used to examine questions involving decision-making over the lifecycle. Prerequisites: 4011 and 4021. This class counts towardsthecertificate in data mining and machine learningasrequired course. 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. What explains the decline of manufacturing, and its growth in the early stages of development? Prerequisites: Econ 4011 and Econ 413. Analysis of standard monopoly and simple oligopoly problems. Prerequisites: Econ 4011 and Math 2200. Senior Honors: Students are invited during the second semester of their junior year to participate in the honors program during their senior year if they meet certain academic requirements. (53 Documents), CSE 240 - Logic and Discrete Mathematics *Math 493 is elective credit in the major if Math 3200 is completed to satisfy the core requirements. The separation between financial asset trading activity and traditional commercial bank activity that was typical of the financial system in the period after the World War II also disappeared. The prerequisite courses for Econ4021 are Econ1021 and Econ4011. A minimum of 3 of the total economics electives completed for the major-plus-Certificate must be drawn from the approved List of Financial Economics electives, above. L11Econ410 Macroeconomics of Inequality. Course information and content will be available on Canvas, Spring 2021, Spring 2020 (jointly with Marion Neumann). Development of noncooperative game theory, including strategic and extensive-form equilibria and Nash and sub-game perfect equilibria. Determination of prices; distribution of national income; theory of production. Note: This course does not count toward the major or minor in economics. A&S IQ: SSC L11Econ105 The Endgame of Entrepreneurship: Leveraging Captialism for Good, Historically, profit has been a key driver of human behavior. 4 Table 2: Loss Functions With Regression, yR Loss l(f w(x i);y i) Comments Squared Loss: (f w(x i)y i) 2 most popular regression loss function w will be related to the mean observations in D2 ADVANTAGE: di erentiable everywhere DISADVANTAGE: tries to accommodate every sample 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. 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. "I worked at Google forsixyears as asitereliabilityengineer,softwareengineer, internal startupco-founder, plus a couple of short rotations as a CS instructor. Substitution for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. **Non-engineering students may substitute Math 3200 or Math 3211 for the ESE 326 prerequisite. Econometrics is the development and application of statistical techniques for the measurement of economic phenomena. The third part of the course is devoted to the links between education and economic development, including cross-country differences in schooling, returns to schooling and per-capita income. Economics electives of particular relevance include (but are not limited to): Econ 413 may be taken from an approved study abroad program. The PDF will include content on the Courses tab only. The Home department is primarily responsible for the decision making and logistical support for the course and instructor. We then study the asset approach to exchange rates determination, exchange rate behavior in the short and in the long run, and the relationship of exchange rates with prices and output. Independent reading and research under faculty direction leading to a Senior Honors Thesis. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. The prerequisite courses for Econ4021 are Econ1021 and Econ4011. For the Econ+CSE major and the Math+Econ major, Math3200 is the preferred course choice. This course provides a more in depth look into quantitative methods used in contemporary macroeconomic analysis. Arch: SSC Arch: SSC 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. A minimum of 3 of the 5 economics electives must be drawn from the approved List of Financial Economics electives, above. We look at the theories, we examine the facts (past and present), then we go back to the theories and reconsider their explanatory power. Access study documents, get answers to your study questions, and connect with real tutors for CSE 514A : Data Mining at Washington University In St Louis. In financial markets, trade is essentially "money now" for "money in the future." This is the second part of the two-course sequence for seniors writing an honors thesis, and it is taken in the spring semester of the senior year. Emphasis placed on behavior of the physician (whether he acts as an agent for the consumer or on his own behalf); on the use of paramedics, preventive care, outpatient care, and the general market organization of the health industry. More information about the Certificate in Financial Economics can be found on the department website. Prerequisites: Econ 1011 and Econ 1021. Credit 3 units. EN: S. Advanced application of economic theory to policy problems. Prerequisites: Econ 4011. The course tries to address these questions. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. Prerequisites: Econ 1011 and 1021. Credit 3 units. Prerequisites: Econ 1011 and Econ 1021. Credit 3 units. It is administered by TAs Puneet Sachdeva and Daniel Pefley. Prerequisites: Econ 4011, Econ 4021, and Econ 413. You can also read the most current Washington University Bulletin. 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/ Economic function of the city and the role of the city in a national economy. 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. Art: SSC 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 4011; Econ 4021 recommended, but not required. 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. Yana Malysheva, pursuing a PhD in Computer Science, "I worked at Google forsixyears as asitereliabilityengineer,softwareengineer, internal startupco-founder, plus a couple of short rotations as a CS instructor. Fundamental growth theory is then provided for explaining these facts systematically and for evaluating the consequences of commonly adopted development policies. Prerequisites: Econ 4011, Econ 4021 and Econ 413. EN: S. Money and the monetary system; money creation by the banking system; central bank functions; monetary theory and economic policy. Students are expected to learn: how economic and political forces may shape the incentives and constraint of political actors (e.g., voters and policy makers); the role of institutions in shaping both political behavior and policy outcomes. Theory and policy applications of labor supply and labor demand; explanations of wage and income differentials; migration and immigration; discrimination; labor unions; unemployment. BU: BA Yevgeniy Vorobeychik will use artificial intelligence to improve methods for game-theoretic analysis. At what level does an interest rate become usury? Substitutions for computer science courses and study abroad (or away) approval will be determined by the McKelvey School of Engineering. Four advanced economics electives (12 units), at least two of which must have an Econ4011orEcon4021 prerequisite. 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. 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. "Institution" "Site Name" "Site URL" "Department" "City" "State" "Zipcode" "Country" "Contact Name" "Contact Phone" "Contact Email" "Contact Name (alt)" "Contact . Econometrics provides a method of testing the validity of these economic models, and the term paper will improve students' writing skills, giving them a chance to write clearly and concisely about technical material. via Zoom (see Canvas for Zoom link). Coverage of demand theory (indifference curves and utility functions) and preferences under uncertainty, including expected utility and risk aversion. Implementation of monetary and fiscal policy, and exploration of the impact of policy changes on the macroeconomy. A&S: FYS Minors in an approved study abroad/study away program may receive transfer credit for one economics elective at the 300-level. The final third addresses taxation. Econ 413 may be taken from an approved study abroad program. Students pursuing this joint major through the McKelvey School of Engineering or through Arts & Sciences must do the following, in addition to the major requirements: Complete one additional economics elective. It is possible to graduate with Latin Honors or with English honors. Students in Arts&Sciences, Olin or Sam Fox may declare a prime or a second major in Econ+CSE via L11 (Econ). Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. L11Econ4111 Optimization and Economic Theory. Prerequisites: prior completion of, or concurrent enrollment in, Econ 413 (or equivalent). Bold entrepreneurial spirit and skills learned in this course will guide students in their further studies at Washington University and beyond. How come we have the impression that most useful inventions took place in the past three centuries? This course is a rigorous introduction to financial markets, financial institutions, and their purpose and functions in the economy. 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. (41 Documents). Majors are encouraged to complete the form as early as possible, and the form must be completed prior to filing an Intent to Graduate. This course addresses three essential topics from the wide-ranging field of the economics of education. 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). Students must complete all three of the following to complete the major and the Certificate: 4 Economics electives, where both of the following must be satisfied: at least 2 (of the 4) electives must be drawn from the List of Financial Economics electives (above); and, at least 3 (of the 4) electives must be drawn from the approved list of Economics joint-major electives, 3 Mathematics electives drawn from the approved list of Mathematics joint-major electives. ), Credit 3 units. Arch: SSC This course is a student's initial study of econometric theory and practice. This course does not count for Economics major/minor elective credit. Prerequisite: Econ 1011. Policies. Topics include the measurement and evaluation of tax burdens, the federal personal income tax, tax evasion and proposals for fundamental tax reform. Empirical examples are drawn from Asia, Latin America, and the African subcontinent. We apply these tools to study strategic situations in industrial organization, auctions, bargaining, voting, and signaling games. Added emphasis throughout the course will be placed on examples with applications in economics. The course focuses on air pollution, water pollution and hazardous wastes, with some attention given to biodiversity and global climate change. certificate in data mining and machine learning. At least two electives must have Econ 4011 and/or Econ 4021 as a prerequisite. to measure outputs including labor market success, graduation rates and standardized test scores. Credit variable, maximum 3 units. Majors must complete Econ 4011, Econ 4021, and the Econ 4011/Econ 4021 prerequisite electives in residence during the fall and spring semesters. In interdisciplinary teams, students will learn how to define a problem; listen to customers, competitors and collaborators; create value; measure impact; and communicate their vision. *For statistics, Math 3200 or ESE 326 are the preferred choices. Business fluctuations: inflation and recession; monetary and fiscal policy; economic development. Refer to the departments websites or consult with either Prof. Blake Thornton (mathematics; Substitutions for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. The code for this project ( project1) consists of several files, some of which you will need to read and understand in order to complete the assignment, and some of which you can ignore. The three writing assignments and the final paper will provide students an opportunity to formulate an economic model, estimate the model with appropriate data, and interpret the results. As such, financial decisions must often take into account future events, whether those be related to individual stocks, portfolios, or the market as a whole. The structure and the role of banks have changed tremendously. BU: BA, ETH Art: SSC An introduction to mathematical optimization and its applications within economics. Elective courses: Prerequisites: Econ 4011 and Math 2200 or equivalent. Further information is available in the Majors section of this page. Topics include expected utility, strategic-form and extensive-form games with perfect information, Bayesian games, infinitely repeated games, dominance, Nash equilibrium and its refinements. Total units required: 57. The course relies heavily on the concepts and methods of microeconomics and macroeconomics. This will be a permanent notation on your academic record. Prerequisites: Econ 4011 and Math 309 or permission of the instructor. Syllabi are provided to students to support their course planning; refer to the syllabus for constraints on use. Why are the level and the growth rate of per-capita income so different across countries? Students should, whenever possible, register for their courses under the department number toward which they intend to count the course. 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. Assignments are revised to improve logical structure, clarity and style. Theories of incorrect beliefs and systematic biases such as money illusion and procrastination will be covered. Students who are prime in McKelvey (EN) may use ESE 326 for the "statistics" requirement of any of the majors, and no pre-approval is required. The course provides an in-depth understanding of the role of the state and the impact of specific public policies designed to encourage development. (58 Documents), CSE 473 - Introduction to Computer Networks This courseassumes that you have taken a first course on machine learning that covers theory and practice, (CSE 417T is a hard pre-requisite). Students who have AP credit for Math 131, Math 132 and/or Math 2200 do not have to complete additional mathematics coursework. 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. It emphasizes the development of analytical models and their application to important economic, social and political issues, such as inflation, unemployment, taxation, inequality, poverty, pollution, government decision-making and regulation. Opportunity to work as part of a research project under faculty supervision. Prerequisites: Econ 4011 and Econ 413 or Econ 413W. Topics include recession and recovery; long-term growth; saving and social security; investment; and monetary policy. Piazza is an intuitive platform for instructors to efficiently manage class Q&A. A Home course is a course that is created, maintained and owned by one academic department (aka the Home department). Three 3-unit computer science electives drawn from the list below: CSE 311A Introduction to Intelligent Agents Using Science Fiction, CSE 330S Rapid Prototype Development and Creative Programming, CSE 332S Object-Oriented Software Development Laboratory, CSE 341T Parallel and Sequential Algorithms, CSE 412A Introduction to Artificial Intelligence, CSE 417T Introduction to Machine Learning*, or ESE 417 Introduction to Machine Learning and Pattern Classification, CSE 425S Programming Systems and Languages, CSE 427S Cloud Computing with Big Data Applications, CSE 543T Algorithms for Nonlinear Optimization, ESE 417 (Introduction to Machine Learning and Pattern Classification)**. Please refer to the attachment to answer this question. The PDF will include content on the Minors tab only. Arch: SSC The second third addresses particular public policies, with a focus on their intended and unintended consequences and their costs. Tour McKelvey Hall Discovery through research How come some societies are apparently much more innovative than others? 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. Possible topics include but are not limited to inequality (domestic and international); globalization (pros/cons); "big banks" and their role in financial crises; wars and national security; health and disease; and capitalism and socialism. The Friday subsection "A" is for Section 03 only. An additional approved substitution for the "statistics" requirement of the majors is DAT120 AND DAT121. If you have taken a Machine Learning course from another university, and are confident about the topics above, we welcome you to our class! - Credit 3 units. Students will apply these learnings toward profit-seeking solutions for the United Nations' Sustainable Development Goals, which are global challenges that call us to work together with boldness and urgency. One economics elective having Econ 4011 as a prerequisite course. Prerequisites: Econ 1011 and Math 2200. The approach is to apply the economic theory and concepts to political actors and behavior. EN: S, L11Econ348 Economic Realities of the American Dream. Prerequisites: senior standing and permission of the supervising faculty member. 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. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. CSE517A at Washington University in St Louis | Piazza Washington University in St Louis (change school) Are you a professor? (This means students complete 8 math and econ electives, with a minimum of four electives drawn from economics.). IMSE researchers develop and apply advanced materials to address challenges in clean energy, medicine and environmental sustainability. Substitution for economics courses and study abroad approval for economics courses will be determined by the Academic Coordinator in the Econ department. Innovation figuring out better and cheaper ways of satisfying human desires is the key to improving our well-being. Development of general equilibrium under pure exchange, including the concepts of competitive equilibrium and Pareto efficiency. We will also see how economists test hypotheses about the criminal justice system using the same types of "natural experiments" they use to study markets. It is an excellent course of study to pursue, whether students plan to enter the workforce after graduation or are considering graduate work in law, engineering or the social sciences. L11Econ413W Introduction to Econometrics with Writing. 2023 Washington University in St. Louis. We will also organize the class into research groups that will address specific economic policies issues. Coincident with the evolution of financial institutions was the development of the asymmetric information model. CSE 546 Machine Learning for Big Data . The study of economics contributes to a broad liberal arts education and helps students develop superior problem-solving skills. With this background, we approach the debate about intellectual property, what it is and what it is not good for, whose interests it serves, and whose well-being it thwarts. Washington University in St. Louis Women's Building, Suite 10 One Brookings Drive, MSC 1143-0156-0B . CSE/ESE 560M - Computer Systems Architecture I - Fall 2022 Administrative stuff . Washington University in St. Louis McKelvey School of Engineering MSC: 11802061015 1 Brookings Drive St. Louis, MO 63130-4899 Phone: 314-935-5548 Contact Us Resources COVID-19 Resources Majors interested in completing the Certificate in Financial Economics should complete the following declaration form.

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cse 517 wustl