| March 2, 2023 EN: S. Introduction to econometrics as it is applied in microeconomics. Prerequisites: Econ 1011 and Math 2200. Thorough training in intermediate theory requires both Econ 4011 and Econ 4021. The study of economics contributes to a broad liberal arts education and helps students develop superior problem-solving skills. 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. Assignments are revised to improve logical structure, clarity and style. Time permitting, a third topic will be the problem of designing and regulating market "platforms," such as the e-commerce markets run by eBay, Amazon, and Craigslist, and applications marketplaces run by Apple, Google, etc., as well as the electronic financial trading platforms run by the NYSE. This course explores the topics related to the level and structure of interest rates and of stock prices, portfolio choice, basic investment theory, and arbitrage pricing theory, among others. Tour McKelvey Hall Discovery through research Are there policies that help fostering innovation and others that hurt? The Home department is primarily responsible for the decision making and logistical support for the course and instructor. Minors in an approved study abroad/study away program may receive transfer credit for one economics elective at the 300-level. They are cancelled on Dec 3. Prerequisite: Econ 4011. 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/ Prerequisites: Econ 1011 and Econ 1021, or consent of the instructors. 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. Economics also provides exceptional preparation for careers in business, either immediately after graduation or after completing master's-level graduate work in business (e.g., MBA, MS Finance). This course investigates issues related to the development of the economics of third-world countries. (58 Documents), CSE 473 - Introduction to Computer Networks Historical cross-country data, microdata, and specific case studies will be used to evaluate theories of the sources of inequality. Prerequisites: Econ 4011 and Math 2200 or equivalent. Students may not receive major credit for both ESE 417 and CSE 417T. EN: S. Money and the monetary system; money creation by the banking system; central bank functions; monetary theory and economic policy. Coverage of demand theory (indifference curves and utility functions) and preferences under uncertainty, including expected utility and risk aversion. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. economics@wustl.edu, Advising / Questions / Further Considerations. You can also read the most current Washington University Bulletin. Substitutions for economics courses and study abroad approval will be determined by the Academic Coordinator in the Econ department. Local decision making; financing of local government expenditures. It is not patient saving and accumulation that makes us so much better off than we used to be: capital accumulation is only the conduit through which the innovation juices flow. 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. The upper-level units (300- and 400-level courses) required for the major must be independent of other majors or minors (i.e., upper-level coursework required for a major may not be double-counted for another major or a minor in Arts & Sciences). 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)**. ), Credit 3 units. A&S IQ: SSC Description: The field of machine learning is concerned with the question of how to construct computer programs that automatically improve with experience. The second third addresses particular public policies, with a focus on their intended and unintended consequences and their costs. This course is a broad introduction to machine learning, covering the foundations of supervised learning and important supervised learning algorithms. Development of noncooperative game theory, including strategic and extensive-form equilibria and Nash and sub-game perfect equilibria. This is the first part of the two-course sequence for seniors writing an honors thesis, and it is taken in the fall semester of the senior year. 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. Course provides a basic working knowledge of econometrics. A&S IQ: SSC, WI 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. We will consider how these questions have been framed and answered at different points in time and in different cultures. 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. Topics include economic growth, poverty, corruption, and human capital accumulation, with an emphasis on education and health-related policies. Prerequisites: Econ 1011 and Econ 1021. Consult with the Economics departments Academic Coordinator. 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. *Math 493 is elective credit in the major if Math 3200 is completed to satisfy the core requirements. Policies. It is possible to graduate with Latin Honors or with English honors. Multiple writing assignments that emphasize critical analysis of theoretical perspectives and readings applied to current macroeconomic topics. The Neoclassical Growth Model and its variants are used to study aggregate trends and aggregate effects of government policy. Of particular importance are the roles of risk, uncertainty, and time in the allocation of resources. 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 Arch: NSM, SSC (53 Documents), CSE 240 - Logic and Discrete Mathematics You signed in with another tab or window. Art: SSC Implementation of monetary and fiscal policy, and exploration of the impact of policy changes on the macroeconomy. Specific grading duties will be determined by the supervising faculty member, in accord with Arts & Sciences policies. Opportunity to work as part of a research project under faculty supervision. Theory and policy applications of labor supply and labor demand; explanations of wage and income differentials; migration and immigration; discrimination; labor unions; unemployment. Prerequisite: Econ 1011. What explains the growth of the world economy since the Industrial Revolution? 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. 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. CSE517: Natural Language Processing Catalog Description: Overview of modern approaches for natural language processing. 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. Total units required: 57. Economics electives of particular relevance include (but are not limited to): Econ 413 may be taken from an approved study abroad program. Arch: SSC The global financial crisis of 2007-2009 was the most severe since the Great Depression. We apply these tools to study strategic situations in industrial organization, auctions, bargaining, voting, and signaling games. 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. 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). 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. certificate in data mining and machine learning. Course Hero is not sponsored or endorsed by any college or university. EN: S, L11Econ437 The Economics of Financial Intermediation. to measure outputs including labor market success, graduation rates and standardized test scores. Art: SSC 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. Copyright 2023 by:Arts & Sciences at Washington University in St. Louis, Department of Economics Arch: SSC Prerequisite: Econ 4011. They should also discuss with their advisors the possibility of taking courses such as accounting in the Olin Business School. EN: S, L11Econ1021 Introduction to Macroeconomics. Prerequisites: Econ 4011, Econ 4021 and Econ 413. Development of Solow growth model, along with theories of endogenous growth and an examination of reasons for differences in growth rates across counties. Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. L11Econ410 Macroeconomics of Inequality. (In other words, a total of 4 economics electives are completed, rather than the 3 required for the major alone.). Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. The prerequisite courses for Econ4021 are Econ1021 and Econ4011. "I worked at Google forsixyears as asitereliabilityengineer,softwareengineer, internal startupco-founder, plus a couple of short rotations as a CS instructor. Prerequisites: Econ 4011, Econ 4021, and Econ 413. Students can post questions and collaborate to edit responses to these questions. Yevgeniy Vorobeychik will use artificial intelligence to improve methods for game-theoretic analysis. 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. DAT 120 and DAT 121 may be used to fulfill the requirement. Completion of the Certificate requires - in addition to the major requirements - completion of extra elective(s), where there is a concentration of electives in the field of "financial economics." Economics students with business interests typically complete at least one internship to obtain practical business experience, and it is possible to obtain academic credit for that internship. EN: S. In this course, an advanced undergraduate can assist a faculty member in the teaching of an undergraduate Economics class. *Of these options, Math 3200 is the preferred course. 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. 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. More information about the Certificate in Financial Economics can be found on the department website. This course is a student's initial study of econometric theory and practice. Natural Language Processing (NLP) CSE 517 Statistical Learning . Refer to the Undergraduate Bulletin or Math department website for policies pertaining to by-passing calculus courses. A sound grounding in economic theory is essential to the course. The Department of Economics has extensive course breadth and faculty expertise in the area of financial economics. Majors in an approved study abroad/study away program may receive transfer credit for the Econ 413 and two electives at the 300-level. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. 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 . L11Econ404 Behavioral Economics and Experimental Economics. This course may not be used to satisfy major requirements. 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. Students are also encouraged to contact Academic Coordinator Dorothy Petersen with any questions. 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. *Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. 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. Why are the level and the growth rate of per-capita income so different across countries? Emphasis on the consistency between empirical data and different concepts of the American Dream. Students are also encouraged to contact Academic Coordinator Dorothy Petersen with any questions. The exam will be sent to students on the waiting list one week before the second class, andit will be due on the second day of class. We study inputs, outputs, and sensing; information representation; basic computer architecture and machine language; time-critical computation; inter-machine communication; and protocol design. **Non-engineering students may substitute Math 3200 or Math 3211 for the ESE 326 prerequisite. 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. We will examine the facts (past and present) and then examine the theories and their explanatory power. Bryan Coronel MS Data Analytics, Stats @ WashU'23 | Prev @ LinkedIn, Abbott | Seeking Data Science, ML Roles Substitutions for economics courses and study abroad (or away) approval will be determined by the Academic Coordinator in the Econ department. Expand the sections below to learn about the approved electives and the specific requirements, depending on the student's major. In addition, Econ 493 or Math 233 must be taken prior to, or concurrently with, enrollment in Econ 4011. The president of the Community of Madrid, Isabel Daz Ayuso, visits the school classroom of the Fuenlabrada Public University Hospital, one of the 13 educational spaces of these characteristics in the region that allows admitted students to continue their learning process. Prerequisites: Econ 4011 and Econ 4021. The Friday "A" subsection is an opportunity to get assistance with the STATA-based assignments, via a TA-led help session. For the Econ+CSE major and the Math+Econ major, Math 3200 is the preferred course choice. Art: SSC The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. The former is generally offered in the fall semester; the latter in the spring. Time permitting, additional topics will be introduced. Prerequisite: Econ 4021. Prerequisites: Econ 1011 and Econ 1021. Credit 3 units. Economic function of the city and the role of the city in a national economy. We will also organize the class into research groups that will address specific economic policies issues. BU: BA Credit 3 units. Important components of this course are participation in in-class discussion and essays submitted on the practical issues discussed throughout the semester. L11Econ1011 Introduction to Microeconomics. Click here to create & join classes Welcome to Piazza! Students who are prime in McKelvey (EN) may use ESE326 for the "statistics" requirement of any of the majors, and no pre-approval is required. Majors must complete Econ4011,Econ4021, and theEcon4011/Econ4021 prerequisite electives in residence during the fall and spring semesters. sites.wustl.edu/neumann/courses/spring-2016/cse-517/, http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. L11Econ3311 Financial Markets and Analysis. Elective courses: BU: BA, ETH 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. 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. It is possible to graduate with Latin Honors. 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. Students can enroll after their selection by a supervising faculty member, which occurs after an application (on the department website) is submitted and reviewed, perhaps in conjunction with an interview with the supervising faculty member. Catalog Description: Overview of modern approaches for natural language processing. Our policy evaluation will focus on fiscal policy (taxes) and social security issues. Even those familiar with the basic functioning of Excel may be surprised to learn how little of its full capability most users access. Graduate Teaching Assistant at University of Washington University of Washington The objective of this course is to develop the mathematical tools necessary for the study of intermediate micro- and macro-economic theory and the advanced electives in economics. BU: BA 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. The CSE517 Web: 1993-2023, Department of Computer Science and Engineering, Univerity of Washington. The historically-traditional activity of granting loans and collecting deposits has evolved into a much richer and more complex set of financial contracts. Our faculty, which is made up of leading teacher-scholars, includes specialists in game theory, microeconomics, macroeconomics, industrial organization, monetary economics, financial economics, and public finance. 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. One economics elective having Econ 4011 as a prerequisite course. You must have successfully completed Econ 4011, and should be acquainted with basic optimization theory, expected utility theory, risk aversion, discounting and basic game theory including dominance, Nash equilibrium and subgame perfection. This course is designed to complement Econ 472. A&S IQ: SSC Business fluctuations: inflation and recession; monetary and fiscal policy; economic development. 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. This course may not be used to satisfy major requirements. (In other words, a total of 5 economics electives are completed, rather than the 4 required for the major alone.). The CSE program provides three majors in all, with numerous electives, allowing flexibility to explore your academic and career interests. General equilibrium description of firms and consumers in labor and product markets. Students will be expected, at a minimum, to attend lectures and hold office hours. Art: SSC Art: SSC We expect students to master the topics below, Supervised learning setup Training, testing, validation, generalization Training error, testing error, generalization error Loss functions for regression, classification Perceptron algorithm (analysis andimplementationin MATLAB/Python) Linear regression (least-squares model) Linear classification (logistic regression) Gradient descent Non-linear feature space transformation Cross-validation Bias-variance decomposition of the error Parametric vs non-parametric models Multi-class classification k-NN model (2-optimal,implementationin MATLAB/Python) KD-trees, Ball-trees Decision trees: training, pruning, and prediction (analysis andimplementationin MATLAB/Python) Bagging, random forests (analysis andimplementationin MATLAB/Python) Boosting, Adaboost (theoretical analysis andimplementationin MATLAB/Python) Support vector machines (primal and dual optimization, slack variables, kernel SVM) Neural networks (backpropagation algorithm). For the Econ+CSE major and the Math+Econ major, Math3200 is the preferred course choice. Arch: SSC At what level does an interest rate become usury? Applications to the current economic crisis will also be discussed. Determination of prices; distribution of national income; theory of production. (121 Documents), CSE 347 - Analysis in Algorithms Are you sure you want to create this branch? CSE 517A Machine Learning, Washington University in St. Louis, CSE 517A Machine Learning, Washington University in St. Louis Theories of industrial organization and development of criteria for performance of noncompetitive industries. 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. Business cycle facts and consideration of alternative explanations for business cycle phenomena. In this course, we will use the theoretical and empirical tools of economics to study the criminal justice system. This course assumes a basic understanding of machine learning and covers advanced topics at the frontier of the field in-depth. Keep in mind that you will be placed on the waiting list until you pass the take-home placement exam. This course studies economic theories that explain the observed patterns of economic development across time and space.
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