(43 Documents), CSE 417T - 417T Please note: Requests for online registration are wait-listed. A&S IQ: SSC Students may declare a prime or a second major in Math+Econ via L24 (math) or L11 (econ), and that will determine your major advisor. 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/ One of the three electives can be any economics course with Econ 4011 or Econ 4021 as a prerequisite, including from an approved study abroad program. Bryan Coronel - Physics PLTL Leader - LinkedIn (106 Documents), CSE 260 - Introduction to Digital Logic and Computer Design 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. As noted previously, students are strongly encouraged to complete at least one internship and to complement their studies with appropriate course work from the Olin Business School. We will define and measure inequality using standard measures of economic well-being, such as income, wealth, and consumption of market goods, and we will also consider broader measures such as health outcomes. 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. In each major, students complete thecore courses in the respective fields, along with a set of electives that are complementary to both fields. A&S IQ: SSC The objective of this course is to study how to design mechanisms to allocate scarce resources and how to create successful marketplaces. Prerequisites: Econ 4011 and Econ 413. Copyright 2023 by:Arts & Sciences at Washington University in St. Louis, Department of Economics Econ 4011 Intermediate Microeconomic Theory, or Econ 413W Introduction to Econometrics with Writing. The course focuses on air pollution, water pollution and hazardous wastes, with some attention given to biodiversity and global climate change. Prerequisites: Math 233, CSE 247, ESE 326 or Math 3211, Math 309, and CSE 417T or ESE 417. CSE 517A 517a - Washington University in St Louis School: Washington University in St Louis * Documents (10) Q&A (1) Textbook Exercises 517a Documents All (10) Homework Help (5) Test Prep (1) Showing 1 to 10 of 10 Sort by: Most Popular 3 pages thw2 6 pages thw1 7 pages hw3.pdf 8 pages hw2.pdf 4 pages hw4.pdf 7 pages 01_lecturenote_SRM.pdf 7 pages 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. 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 historically-traditional activity of granting loans and collecting deposits has evolved into a much richer and more complex set of financial contracts. The PDF will include content on the Majors tab only. Economists have many theories of innovation, some better than others. certificate in data mining and machine learning. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. Thorough training in intermediate theory requires both Econ 4011 and Econ 4021. There are many theories of how economic policies work and considerable debate as to what can be done and what should be done. IMSE research. This course may not be used to satisfy major requirements. It is administered by TAs Puneet Sachdeva and Daniel Pefley. We will learn how to use empirical observations for the purpose of calibrating model parameters and how to conduct policy evaluation in the context of calibrated models. The lower-division course requirements are designed to provide a strong foundation in mathematics, physics, programming methodology and skills, and computer organization. Attendance at the subsection is recommended, but not required. (55 Documents), CSE 541T - Computer Algorithms CSE/ESE 560M - Fall 2022 - Washington University In St. Louis Expand the sections below to learn about the approved electives and the specific requirements, depending on the student's major. decisions are made, we will evaluate these decisions for errors and especially for bias. 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. (53 Documents), CSE 240 - Logic and Discrete Mathematics 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. In practice, we will apply these methods to solve two major models used in macroeconomic analysis, using both Excel and Matlab. (41 Documents). Credit variable, maximum 3 units. Financial economics is a field of economics in which economicprinciples are applied to the study of financial markets, corporations, banks, and monetary and central bank policies. 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. Keep in mind that you will be placed on the waiting list until you pass the take-home placement exam. A&S IQ: SSC Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. The course will be held in the computer classroom so that students can obtain practical experience preparing data, managing workflow, and presenting results. 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. L11Econ410 Macroeconomics of Inequality. It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second). 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). The course relies heavily on the concepts and methods of microeconomics and macroeconomics. Two to four topics will be chosen for in-depth discussion during the semester. Development of noncooperative game theory, including strategic and extensive-form equilibria and Nash and sub-game perfect equilibria. 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. 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. 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. Rather than focusing on the whole history of economic thinking, we will focus on practical issues, including questions such as the following: What determines the wage of labor? *Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. EN: S. Introduction to econometrics as it is applied in microeconomics. Syllabi are provided to students to support their course planning; refer to the syllabus for constraints on use. "Institution" "Site Name" "Site URL" "Department" "City" "State" "Zipcode" "Country" "Contact Name" "Contact Phone" "Contact Email" "Contact Name (alt)" "Contact . By completing a specialized set of electives, majors can earn the "Certificate in Financial Economics." 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. In this course, we will use the theoretical and empirical tools of economics to study the criminal justice system. CSE517: Natural Language Processing Catalog Description: Overview of modern approaches for natural language processing. The Neoclassical Growth Model and its variants are used to study aggregate trends and aggregate effects of government policy. Students should refer to the departments websites or consult with either. L11Econ484 Computational Macroeconomics. The former is generally offered in the fall semester; the latter in the spring. Prerequisites: The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. 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. Implementation of monetary and fiscal policy, and exploration of the impact of policy changes on the macroeconomy. A minimum of 3 of the 5 economics electives must be drawn from the approved List of Financial Economics electives, above. 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. 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). Additionally, a minimum of 3 of the 4 economics electives must be drawn from the approved List of Financial Economics electives above. Students should also select the "A" subsection. A Home course is a course that is created, maintained and owned by one academic department (aka the Home department). A&S IQ: SSC Refer to the Undergraduate Bulletin or Math department website for policies pertaining to by-passing calculus courses. (62 Documents), CSE 575 - Enterprise Data Strategy We will focus on popular experimental anomalies, including the Allais and Rabin paradoxes, ultimatum bargaining, the centipede and public goods contribution games. 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 Course Hero is not sponsored or endorsed by any college or university. One of the three electives can be any economics course with Econ4011 orEcon4021 as a prerequisite, including from an approved study abroad program. This course covers advanced applications of Game Theory in economics. 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. 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. This course is for first-year (non-transfer) students only.Same as I60 BEYOND 105, Credit 3 units. By constructing models of how arrest/prosecution/conviction/sentencing/etc. Prerequisites: Econ 4011 and Econ 413 or Econ 413W. (45 Documents), CSE 517A - Machine Learning (The course cannot be used for economics major/minor credit. 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. nsf.gov EN: S, L11Econ437 The Economics of Financial Intermediation. 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. 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. Art: SSC Prerequisite: Econ 4011; Econ 4021 recommended, but not required. 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. Yevgeniy Vorobeychik will use artificial intelligence to improve methods for game-theoretic analysis. 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. Art: NSM, SSC DAT 120 and DAT 121 may be used to fulfill the requirement. 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. 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 primary focus will be a critical examination of psychological theories of nonstandard preferences including loss aversion, probability weighting, reciprocity, fairness and present bias. Basic theoretical concepts applied to analyze the changing structure and performance of the American economy from colonial times to the present. A&S IQ: SSC In addition to the introductory and intermediate economic theory courses, courses that have particular relevance for business include Econ335, Econ413, Econ4151, Econ451, Econ452 andEcon467. 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. Theory and policy applications of labor supply and labor demand; explanations of wage and income differentials; migration and immigration; discrimination; labor unions; unemployment. Even those familiar with the basic functioning of Excel may be surprised to learn how little of its full capability most users access. A&S IQ: SSC suziray/COURSE-517-machine-learning - Github 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. Students in Arts&Sciences, Olin or Sam Fox may declare a prime or a second major in Econ+CSE via L11 (Econ). A sound grounding in economic theory is essential to the course. Theory and evidence on supply of and demand for labor, explanation of wage and income differentials; impact of education on human skills and productivity. Both may be taken for major or minor credit, and both are elements of the Certificate in Financial Economics. This course highlights important empirical facts concerning growth and development in various countries at different development stages. Theories will be evaluated using historical data and detailed case studies. EN: S, L11Econ328 History of Economic Analysis. L11Econ4301 Understanding the Financial Crisis. 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. Students whose primary major is in another college should consult with that colleges website. The award is considered the most prestigious in the real-time systems field. Prerequisite: Econ 1011. Follow these directions to have the Certificate in Financial Economics added to your academic record. Policies. Staff | Energy, Environmental & Chemical Engineering at WashU Refer to the Undergraduate Bulletin or Econ department website for policies pertaining to by-passing the introductory economics (Econ 1011, Econ 1021) courses. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Econometrics is the development and application of statistical techniques for the measurement of economic phenomena. Economics electives of particular relevance include (but are not limited to): Econ 413 may be taken from an approved study abroad program. Art: SSC Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Arch: SSC Prerequisite: Econ 1011. 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. The class will include an introduction to experimental methods in economics, including hands-on experience in the MISSEL laboratory. Graduate Teaching Assistant at University of Washington University of Washington Are you sure you want to create this branch? Economic analysis of labor markets. Prerequisite: Econ 4011. 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. We look at the theories, we examine the facts (past and present), then we go back to the theories and reconsider their explanatory power. Review and extension of macroeconomic models from Econ 4021 from a comparative perspective and use of these models to analyze current macroeconomic and policy issues. PDF WiMAX System Level Modeling Methodology: A Tutorial - Cse.wustl.edu L11Econ4111 Optimization and Economic Theory. 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. Elective courses: The typical number of units earned is 2, with the possibility of a maximum of 3, per semester. Project 1: Structural Risk Minimization - Classes.cec.wustl.edu For the Econ+CSE major and the Math+Econ major, Math 3200 is the preferred course choice. 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. The study of fundamental forms of market failure that provide the economic rationale for government action. Topics include economic growth, poverty, corruption, and human capital accumulation, with an emphasis on education and health-related policies. Time permitting, additional topics will be introduced. 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. BU: BA, ETH Portions of the CSE517 web may be reprinted or adapted for academic nonprofit purposes, providing the source is accurately quoted and duly creditied. (203 Documents), CSE 247 - Data Structures and Algorithms Topics include recession and recovery; long-term growth; saving and social security; investment; and monetary policy. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. The second third addresses particular public policies, with a focus on their intended and unintended consequences and their costs. We will cover numerical methods used in dynamic optimization. Math 309 is recommended. Visit online course listings to view semester offerings for L11 Econ. Specific grading duties will be determined by the supervising faculty member, in accord with Arts & Sciences policies. Students can post questions and collaborate to edit responses to these questions. The prerequisite courses for Econ4021 are Econ1021 and Econ4011. You can also read the most current Washington University Bulletin. CSE 517A Machine Learning, Washington University in St. Louis - GitHub - suziray/COURSE-517-machine-learning: CSE 517A Machine Learning, Washington University in St. Louis 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) 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 Econ majors). Interdisciplinary perspectives from economics, sociology and other areas of social inquiry. If you have taken a Machine Learning course from another university, and are confident about the topics above, we welcome you to our class! http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. Substitutions for economics courses and study abroad approval will be determined by Academic Coordinator Dorothy Petersen in the Department of Economics. Economic analysis of labor markets. Arch: NSM, SSC Total units required: 57. 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. Prerequisites: Econ 1011 and Econ 1021. Credit 3 units. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. World-renowned faculty use data too predict medical complications and improve patient outcomes. L11Econ472 Topics in Growth and Development. (This means students complete 8 math and econ electives, with a minimum of four electives drawn from economics.). For a thorough introduction to economics, Econ 1011 also should be taken. Minor in General Economics | Minor in Applied Microeconomics, Elective course:One economics elective having at least Econ1011and/or Econ1021as a prerequisite course. CSE247: Data Structures and Algorithms - Washington University In St. Louis More information about the Certificate in Financial Economics can be found on the department website. Business fluctuations: inflation and recession; monetary and fiscal policy; economic development. Arch: SSC General equilibrium description of firms and consumers in labor and product markets. Minors in an approved study abroad/study away program may receive transfer credit for one economics elective at the 300-level. December 15 for spring-semester graduates. The global financial crisis of 2007-2009 was the most severe since the Great Depression. Majors may receive abroad transfer credit for Econ 413 and/or any economics elective; majors must complete 2 of the 3 economics electives in residence. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. 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 . 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. Art: SSC 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. We study inputs, outputs, and sensing; information representation; basic computer architecture and machine language; time-critical computation; inter-machine communication; and protocol design. Students who by-pass Econ 1011 and/or Econ 1021 will need to complete additional elective coursework in Computer Science or in Economics. How come some societies are apparently much more innovative than others? Our programs push the boundaries to develop and transform the future of computing. CSE517A at Washington University in St Louis | Piazza Majors will consult with the study abroad advisor in Engineering regarding transfer credit policies for computer science. McKelvey students may declare a prime major via E81 (Computer Science) or a second major via L11 (Econ). 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. 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. This course addresses three essential topics from the wide-ranging field of the economics of education. Consult Academic Coordinator for further details. Prerequisites: Econ 1011 and Econ 1021. Our policy evaluation will focus on fiscal policy (taxes) and social security issues. Home | The Institute of Materials Science & Engineering at WashU Exceptional spaces for discovery and creation McKelvey Hall, home to CSE, was designed with collaboration and innovation in mind. COMPUTER SCIENCE & ENGINEERING - University of Washington *Of these options, Math3200 is the preferred course. Are there policies that help fostering innovation and others that hurt? Innovation figuring out better and cheaper ways of satisfying human desires is the key to improving our well-being. An additional approved substitution for the "statistics" requirement of the majors is DAT120 AND DAT121. We will also organize the class into research groups that will address specific economic policies issues. 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.
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