(203 Documents), CSE 247 - Data Structures and Algorithms One economics elective having Econ 4011 as a prerequisite course. For Mathematics, the electives can come from the following list: Math 4121 Introduction to Lebesgue Integration, Math 4392 Advanced Linear Statistical Models, Math 460 Multivariate Statistical Analysis, Math 462 Mathematical Foundations of Big Data. 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. 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. 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/ Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. 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. Topics include language models, text, classification, tagging, parsing, machine translation, semantic, and discourse analysis. 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. It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second), and interested students should consult with Academic Coordinator Dorothy Petersen in the Department of Economics. 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. Art: SSC 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 is a broad introduction to machine learning, covering the foundations of supervised learning and important supervised learning algorithms. Economists have many theories of innovation, some better than others. A minimum of 3 of the 5 economics electives must be drawn from the approved List of Financial Economics electives, above. The second important topic involves political economy and the supply side: the financing and provision of education. Copyright 2004, 2005, 2006, 2007 WiMAX Forum "WiMAX Forum" and "WiMAX Forum CERTIFIED" are registered trademarks of the WiMAX Forum. Copyright 2023 by:Arts & Sciences at Washington University in St. Louis, Department of Economics "Signals, Data & Equity challenges students to analyze commonly used technologies and systems in order to highlight bias found within them. (41 Documents). May be repeated for credit. Course information and content will be available on Canvas, Spring 2021, Spring 2020 (jointly with Marion Neumann). Exceptional spaces for discovery and creation McKelvey Hall, home to CSE, was designed with collaboration and innovation in mind. Determination of prices; distribution of national income; theory of production. There are many theories of how economic policies work and considerable debate as to what can be done and what should be done. Econometrics is the development and application of statistical techniques for the measurement of economic phenomena. 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. Washington University in St. Louis Women's Building, Suite 10 One Brookings Drive, MSC 1143-0156-0B . Students will be expected, at a minimum, to attend lectures and hold office hours. (106 Documents), CSE 260 - Introduction to Digital Logic and Computer Design A&S: FYS 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. A&S IQ: SSC 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. In addition, Econ493 or Math233 must be taken prior to, or concurrently with, enrollment in Econ4011. Two to four topics will be chosen for in-depth discussion during the semester. National income and labor market measurement. Prerequisite: Econ 4011; Econ 4021 recommended, but not required. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. 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. CSE517: Natural Language Processing Catalog Description: Overview of modern approaches for natural language processing. Complete one additional economics elective drawn from the List of Financial Economics electives, above. Students who by-pass Econ 1011 and/or Econ 1021 will need to complete additional elective coursework in Computer Science or in Economics. Because each person's education is an investment in human capital that allows the individual to contribute to society in a productive way, education becomes a crucial determinant of an economy's ability to achieve high growth with high wages, low unemployment and strong social cohesion. 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 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 this course, we will use the theoretical and empirical tools of economics to study the criminal justice system. 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. The approach is to apply the economic theory and concepts to political actors and behavior. Business fluctuations: inflation and recession; monetary and fiscal policy; economic development. Added emphasis throughout the course will be placed on examples with applications in economics. If you have taken a Machine Learning course from another university, and are confident about the topics above, we welcome you to our class! By completing a specialized set of electives, majors can earn the "Certificate in 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. 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 in Arts&Sciences, Olin or Sam Fox may declare a prime or a second major in Econ+CSE via L11 (Econ). Consult with the Economics departments Academic Coordinator. 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 . Topics related to the analysis of microeconomic data include cross-section and panel data linear models and robust inference; instrumental variables estimation; simultaneous equation models; models for discrete choice; and truncation, censoring and sample selection models. This experience will help students understand how econometrics relates to other upper-level economics courses which focus on theoretical models for how the world operates. Analytic theory of consumer and producer behavior under perfect and imperfect competition. Empirical examples are drawn from Asia, Latin America, and the African subcontinent. Course examines the relationship between environmental economics and environmental policy. Tour McKelvey Hall Discovery through research 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. L11Econ413W Introduction to Econometrics with Writing. 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." The goal of the course is to provide tools to analyze key elements of this crisis. 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. Prerequisite: Econ 4011. L11Econ105 The Endgame of Entrepreneurship: Leveraging Captialism for Good, Historically, profit has been a key driver of human behavior. Prerequisites: Econ 1011 and Econ 1021, or consent of the instructors. Our programs push the boundaries to develop and transform the future of computing. 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). This course is a rigorous introduction to financial markets, financial institutions, and their purpose and functions in the economy. (121 Documents), CSE 347 - Analysis in Algorithms The instructor for the course this semester is Michael Hall. Important components of this course are participation in in-class discussion and essays submitted on the practical issues discussed throughout the semester. Substitution for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. Arch: SSC L11Econ444 Innovation and Intellectual Property: Theory and Practice. Assignments are revised to improve logical structure, clarity and style. It is administered by TAs Puneet Sachdeva and Daniel Pefley. 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. BU: BA, ETH Attendance at the subsection is recommended, but not required. Coverage of demand theory (indifference curves and utility functions) and preferences under uncertainty, including expected utility and risk aversion. ", New faculty members during the past three years, Embedded & real-time systems (csrankings.org). We study inputs, outputs, and sensing; information representation; basic computer architecture and machine language; time-critical computation; inter-machine communication; and protocol design. 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 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. *Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. (The course cannot be used for economics major/minor credit. 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. It is possible to graduate with Latin Honors or with English honors. 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. | March 2, 2023 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. 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. 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. The course involves analysis of the economic and social determinants and consequences of education. Analysis of consumer demand for health care, medical technology, and the role of health insurance. Interdisciplinary perspectives from economics, sociology and other areas of social inquiry. The CSE517 Web: 1993-2023, Department of Computer Science and Engineering, Univerity of Washington. 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). Arch: SSC The PDF will include content on the Overview tab only. *Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. The lifecycle model is used to examine questions involving decision-making over the lifecycle. How come we have the impression that most useful inventions took place in the past three centuries? Bryan Coronel MS Data Analytics, Stats @ WashU'23 | Prev @ LinkedIn, Abbott | Seeking Data Science, ML Roles This course studies economic theories that explain the observed patterns of economic development across time and space. 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. decisions are made, we will evaluate these decisions for errors and especially for bias. 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). L11Econ3311 Financial Markets and Analysis. Students can post questions and collaborate to edit responses to these questions. 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. Follow these directions to have the Certificate in Financial Economics added to your academic record. Prerequisite: Econ 1011. 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. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. Art: SSC For a thorough introduction to economics, Econ 1011 also should be taken. economics@wustl.edu, Advising / Questions / Further Considerations. Key variables to be evaluated include physical capital investment, education and human capital investment, technological progress, robotization, international trade, and financial markets, among others. At what level does an interest rate become usury? The course provides an in-depth understanding of the role of the state and the impact of specific public policies designed to encourage development. The historically-traditional activity of granting loans and collecting deposits has evolved into a much richer and more complex set of financial contracts. 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. Refer to the Undergraduate Bulletin or Econ department website for policies pertaining to by-passing the introductory economics (Econ 1011, Econ 1021) courses. L11Econ477 Topics in Financial Economics. Prerequisite: Econ 4011. 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. World-renowned faculty use data too predict medical complications and improve patient outcomes. 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) A tag already exists with the provided branch name. Development of Solow growth model, along with theories of endogenous growth and an examination of reasons for differences in growth rates across counties. For a thorough introduction to economics, Econ 1021 also should be taken. 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. (55 Documents), CSE 541T - Computer Algorithms Independent reading and research under faculty direction leading to a Senior Honors Thesis. Visit online course listings to view semester offerings for L11 Econ. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. **Non-engineering students may substitute Math 3200 or Math 3211 for the ESE 326 prerequisite. 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). Note: This course does not count toward the major or minor in economics. Refer to the department website or consult with the Academic Coordinator in the Economics Department (Dorothy Petersen. The course introduces students to the field of political economy. Prerequisites: prior completion of, or concurrent enrollment in, Econ 413 (or equivalent). This course addresses three essential topics from the wide-ranging field of the economics of education. This subsection is a help session, and attendance is not required. Implementation of monetary and fiscal policy, and exploration of the impact of policy changes on the macroeconomy. 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. Majors are encouraged to complete the form as early as possible, and the form must be completed prior to filing an Intent to Graduate.