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/ A&S IQ: SSC Note: This course does not count toward the major or minor in economics. EN: S. In this course, an advanced undergraduate can assist a faculty member in the teaching of an undergraduate Economics class. Credit 3 units. Prerequisite: Econ 1011. 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. 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). The major concern will be the rising cost of health care and appropriate public policy responses. 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. We look at the theories, we examine the facts (past and present), then we go back to the theories and reconsider their explanatory power. Policies. Of particular importance are the roles of risk, uncertainty, and time in the allocation of resources. 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). Topics include language models, text, classification, tagging, parsing, machine translation, semantic, and discourse analysis. Substitution for economics courses and study abroad approval for economics courses will be determined by the Academic Coordinator in the Econ department. Majors must complete Econ 4011, Econ 4021, and the Econ 4011/Econ 4021 prerequisite electives in residence during the fall and spring semesters. EN: S, L11Econ4941 Economic Analysis with Excel. 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. Majors must complete seven electives, with three in each discipline and one from either department. Our policy evaluation will focus on fiscal policy (taxes) and social security issues. 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. Prior Python experience means comfort with using Python for the ESE 417 homework, and that level of comfort can come from a class or from self-learning. 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. 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 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. This course covers advanced applications of Game Theory in economics. 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. An additional approved substitution for the "statistics" requirement of the majors is DAT120 AND DAT121. The course is designed for, and should be taken by, all undergraduates considering graduate study in economics, but all interested students are welcome. *Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. 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. Consult with the Economics departments Academic Coordinator. One of the three electives can be any economics course with Econ4011 orEcon4021 as a prerequisite, including from an approved study abroad program. The question is: What drives it? 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. Development of general equilibrium under pure exchange, including the concepts of competitive equilibrium and Pareto efficiency. Attendance at the subsection is recommended, but not required. Exceptional spaces for discovery and creation McKelvey Hall, home to CSE, was designed with collaboration and innovation in mind. Graduate Teaching Assistant at University of Washington University of Washington Art: SSC https://economics.wustl.edu/certificate-financial-economics, Major in Economics and Computer Science Requirements, Visit the main Washington University in St. Louis website, Econ 1011: Introduction to Microeconomics, Econ 1021: Introduction to Macroeconomics, Econ 413 (413W): Introduction to Econometrics (with Writing), Math 2200: Elementary Probability & Statistics, or an approved substitute (refer to the Economics "Undergraduate Guide" for approved substitutes.). It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second). The instructor for the course this semester is Michael Hall. EN: S, L11Econ328 History of Economic Analysis. The PDF will include content on the Minors tab only. This course does not count for Economics major/minor elective credit. This course is designed to complement Econ 472. Art: NSM, SSC Prerequisites: CSE 247,CSE 417T, ESE 326, Math 233,Math 309, and experiencewith Python (NumPy/Scipy). Substitutions for economics courses and study abroad approval will be determined by 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. A&S IQ: SSC, AN Meet the people solving our biggest problems. The approach is to apply the economic theory and concepts to political actors and behavior. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. L11Econ477 Topics in Financial Economics. Visit online course listings to view semester offerings for L11 Econ. 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. Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. *Math 493 is elective credit in the major if Math 3200 is completed to satisfy the core requirements. Prerequisites: Econ 4011 and Math 2200. L11Econ484 Computational Macroeconomics. In addition to the introductory and intermediate economic theory courses, courses that have particular relevance for business include Econ335, Econ413, Econ4151, Econ451, Econ452 andEcon467. Applications to the current economic crisis will also be discussed. The PDF will include all information unique to this page. 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 course focuses on air pollution, water pollution and hazardous wastes, with some attention given to biodiversity and global climate change. A&S IQ: SSC, WI "Signals, Data & Equity challenges students to analyze commonly used technologies and systems in order to highlight bias found within them. 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 lower-division course requirements are designed to provide a strong foundation in mathematics, physics, programming methodology and skills, and computer organization. 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 courseassumes that you have taken a first course on machine learning that covers theory and practice, (CSE 417T is a hard pre-requisite). Determination of prices; distribution of national income; theory of production. The prerequisite courses for Econ4021 are Econ1021 and Econ4011. 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. BU: IS Independent reading and research under faculty direction leading to a Senior Honors Thesis. 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. A tag already exists with the provided branch name. Art: SSC CSE247R is a separate, 1-credit course that 247 students may sign up for. The course relies heavily on the concepts and methods of microeconomics and macroeconomics. L11Econ413 Introduction to Econometrics. (203 Documents), CSE 247 - Data Structures and Algorithms Economic analysis of labor markets. 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. Substitutions for mathematics courses and study abroad approval for mathematics courses will be determined by the Department of Mathematics and Statistics. (58 Documents), CSE 473 - Introduction to Computer Networks L11Econ472 Topics in Growth and Development. Majors must complete 4 economics electives at the 300- or 400-level. Minor in General Economics | Minor in Applied Microeconomics, Elective course:One economics elective having at least Econ1011and/or Econ1021as a 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. This question was created from hw3.pdf. Econ 413 may be taken from an approved study abroad program. 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. Theories of industrial organization and development of criteria for performance of noncompetitive industries. Substitution for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. The course introduces students to the field of political economy. L11Econ3311 Financial Markets and Analysis. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. Prerequisites: Econ 4011 and Econ 4021. Prerequisite: Econ 4021. Credit 3 units. The Economics program explores the problems of a modern economy and introduces the methodological tools that economists use. In financial markets, trade is essentially "money now" for "money in the future." L11Econ4721 Advanced Topics in Modern Economic Growth. economics@wustl.edu, Advising / Questions / Further Considerations. National income and labor market measurement. Refer to the Undergraduate Bulletin or Math department website for policies pertaining to by-passing calculus courses. Art: SSC Keep in mind that you will be placed on the waiting list until you pass the take-home placement exam. CSE 546 Machine Learning for Big Data . 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. 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. Theories will be evaluated using historical data and detailed case studies. The first is demand-side oriented and includes: (1) the measurement of the returns to education in the labor market (human capital theory; the central idea of education as human capital investment); and (2) a characterization of the education production function, which relates the various inputs affecting a student's learning (schools, families, peers, neighborhoods, etc.) Majors interested in completing the Certificate in Financial Economics should complete the following declaration form. The structure and the role of banks have changed tremendously. Prerequisite: Econ 4011. An introduction to mathematical optimization and its applications within economics. Theories of incorrect beliefs and systematic biases such as money illusion and procrastination will be covered. 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. Sections 1 & 2 prerequisites: Econ 1011 & 1021 and Math 2200 or equivalent. Four advanced economics electives (12 units), at least two of which must have an Econ4011orEcon4021 prerequisite. (62 Documents), CSE 575 - Enterprise Data Strategy Prerequisites: prior completion of, or concurrent enrollment in, Econ 413 (or equivalent). 2022 Washington University in St.Louis, Elementary to Intermediate Statistics and Data Analysis, Probability and Statistics for Engineering, Introduction to Econometrics with Writing, Calculus I (AP credit may satisfy this requirement), Calculus II (AP credit may satisfy this requirement), Foundations for Higher Mathematics with Writing, Introduction to Intelligent Agents Using Science Fiction, Rapid Prototype Development and Creative Programming, Object-Oriented Software Development Laboratory, Introduction to Machine Learning and Pattern Classification, Cloud Computing with Big Data Applications, Behavioral Economics and Experimental Economics, The Economics of Financial Intermediation, Introduction to Fourier Series and Integrals, Probability (if not completed as a required course), Three 3-unit economics electives drawn fromany, Economics electives of particular relevance include (but are not limited to). Arch: SSC 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. decisions are made, we will evaluate these decisions for errors and especially for bias. Prerequisites: Econ 401 and 413. Theory and evidence on supply of and demand for labor, explanation of wage and income differentials; impact of education on human skills and productivity. It is possible to graduate with Latin Honors or with English honors. This course investigates issues related to the development of the economics of third-world countries. Three 3-unit economics electives drawn from any Econ 4011 prerequisite course, including Econ 4021. 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. Consult with the Economics departments Academic Coordinator. Topics include expected utility, strategic-form and extensive-form games with perfect information, Bayesian games, infinitely repeated games, dominance, Nash equilibrium and its refinements. (In other words, a total of 4 economics electives are completed, rather than the 3 required for the major alone.). Majors in an approved study abroad/study away program may receive transfer credit for the Econ 413 and two electives at the 300-level. Why are the level and the growth rate of per-capita income so different across countries? Students are also encouraged to contact Academic Coordinator Dorothy Petersen with any questions. 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. A&S: FYS The PDF will include content on the Majors tab only. (55 Documents), CSE 541T - Computer Algorithms We will examine the facts (past and present) and then examine the theories and their explanatory power. Empirical examples are drawn from Asia, Latin America, and the African subcontinent. CSE 517A Machine Learning, Washington University in St. Louis, CSE 517A Machine Learning, Washington University in St. Louis 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. Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. The award is considered the most prestigious in the real-time systems field. Thorough training in intermediate theory requires both Econ 4011 and Econ 4021. In addition, Econ 493 or Math 233 must be taken prior to, or concurrently with, enrollment in Econ 4011. We will cover numerical methods used in dynamic optimization. Prerequisites: Econ 1011, Math 132 and concurrent enrollment in, or prior completion of, either Math 233 or Econ 493 (Mathematical Economics). 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 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. Students in Arts&Sciences, Olin or Sam Fox may declare a prime or a second major in Econ+CSE via L11 (Econ).
Quinton City Ranch New Mexico,
2008 Mercury Mariner Transmission Problems,
Articles C