This course assumes a basic understanding of machine learning and covers advanced topics at the frontier of the field in-depth. 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). 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. They are cancelled on Dec 3. McKelvey Hall, home to CSE, was designed with collaboration and innovation in mind. L11Econ4301 Understanding the Financial Crisis. 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. Prerequisites: prior completion of, or concurrent enrollment in, Econ 413 (or equivalent). In addition, Econ493 or Math233 must be taken prior to, or concurrently with, enrollment in Econ4011. Prerequisites: Econ 1011 and Econ 1021. Local decision making; financing of local government expenditures. Applications to the current economic crisis will also be discussed. We will examine the extent to which these are consistent with standard economic theory and how they may contradict it. 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. Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. Elective courses: L11Econ410 Macroeconomics of Inequality. Prerequisites: Econ 4011 and Econ 4021. Econ 4011 Intermediate Microeconomic Theory, or Econ 413W Introduction to Econometrics with Writing. Art: FAAM, SSC More information about the Certificate in Financial Economics can be found on the department website. Prerequisites: Econ 4011, Econ 4021 and Econ 413. Consult Academic Coordinator for further details. sites.wustl.edu/neumann/courses/spring-2016/cse-517/, http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. The CSE517 Web: 1993-2023, Department of Computer Science and Engineering, Univerity of Washington. Prerequisites: Econ 1011, Math 132 and concurrent enrollment in, or prior completion of, either Math 233 or Econ 493 (Mathematical Economics). L11Econ105 The Endgame of Entrepreneurship: Leveraging Captialism for Good, Historically, profit has been a key driver of human behavior. The study of economics contributes to a broad liberal arts education and helps students develop superior problem-solving skills. 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. 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. 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. 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) It is possible to graduate with Latin Honors or with English honors. Credit 3 units. This course is a broad introduction to machine learning, covering the foundations of supervised learning and important supervised learning algorithms. Natural Language Processing (NLP) CSE 517 Statistical Learning . BU: BA Majors are encouraged to complete the form as early as possible, and the form must be completed prior to filing an Intent to Graduate. A&S IQ: SSC This course addresses three essential topics from the wide-ranging field of the economics of education. Analysis of consumer demand for health care, medical technology, and the role of health insurance. A&S IQ: SSC Arch: SSC Description: The field of machine learning is concerned with the question of how to construct computer programs that automatically improve with experience. Multiple writing assignments that emphasize critical analysis of theoretical perspectives and readings applied to current macroeconomic topics. Majors in an approved study abroad/study away program may receive transfer credit for the Econ 413 and two electives at the 300-level. Students should, whenever possible, register for their courses under the department number toward which they intend to count the course. Prerequisites: Econ 4011. The course introduces students to the field of political economy. Bold entrepreneurial spirit and skills learned in this course will guide students in their further studies at Washington University and beyond. 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. 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. VANCOUVER, British Columbia, March 02, 2023 -- Algernon Pharmaceuticals Inc. , a clinical stage pharmaceutical development company, is pleased to announce that its subsidiary Algernon. Important components of this course are participation in in-class discussion and essays submitted on the practical issues discussed throughout the semester. 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. You can also read the most current Washington University Bulletin. 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. Economics electives of particular relevance include (but are not limited to): Econ 413 may be taken from an approved study abroad program. L11Econ4021 Intermediate Macroeconomic Theory. Both may be taken for major or minor credit, and both are elements of the Certificate in Financial Economics. Prerequisite: instructor permission. Refer to the Undergraduate Bulletin or Math department website for policies pertaining to by-passing calculus courses. Development of noncooperative game theory, including strategic and extensive-form equilibria and Nash and sub-game perfect equilibria. Students with a major in Math+Econ have two options through which the Certificate in Financial Economics may be earned. 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. Art: SSC Required courses: Course List; . Analytic theory of consumer and producer behavior under perfect and imperfect competition. The study of fundamental forms of market failure that provide the economic rationale for government action. 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. Substitutions for economics courses and study abroad approval will be determined by Academic Coordinator Dorothy Petersen in the Department of Economics. Prerequisites: Econ 4011 and Math 2200 or equivalent. The prerequisite courses for Econ4021 are Econ1021 and Econ4011. This course is designed to complement Econ 472. 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. Substitution for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. The PDF will include content on the Majors tab only. A&S IQ: SSC The second third addresses particular public policies, with a focus on their intended and unintended consequences and their costs. Complete one additional economics elective drawn from the List of Financial Economics electives, above. Exceptional spaces for discovery and creation McKelvey Hall, home to CSE, was designed with collaboration and innovation in mind. (62 Documents), CSE 575 - Enterprise Data Strategy to measure outputs including labor market success, graduation rates and standardized test scores. 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. Topics include expected utility, strategic-form and extensive-form games with perfect information, Bayesian games, infinitely repeated games, dominance, Nash equilibrium and its refinements. The course involves analysis of the economic and social determinants and consequences of education. This course highlights important empirical facts concerning growth and development in various countries at different development stages. The major concern will be the rising cost of health care and appropriate public policy responses. For a thorough introduction to economics, Econ 1011 also should be taken. L11Econ413 Introduction to Econometrics. Course Hero is not sponsored or endorsed by any college or university. Course examines the relationship between environmental economics and environmental policy. It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second). The course focuses on air pollution, water pollution and hazardous wastes, with some attention given to biodiversity and global climate change. 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. How come we have the impression that most useful inventions took place in the past three centuries? Prerequisites: Econ 4011 and Math 309 or permission of the instructor. The Certificate in Financial Economics may be earned by anyone with a major (prime or second) in Economics, Economics & Computer Science, or Math & Economics. 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. EN: S. Money and the monetary system; money creation by the banking system; central bank functions; monetary theory and economic policy. Econometrics is the development and application of statistical techniques for the measurement of economic phenomena. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. 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). We will move from a corporate finance perspective to understand the behavior of firms and financial institutions to a macroeconomic perspective to make this behavior in aggregate outcomes and policy responses. CSEP 517: Natural Language Processing University of Washington Spring 2017 Natural language processing (NLP) seeks to endow computers with the ability to intelligently process human language. 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. Art: SSC Determination of prices; distribution of national income; theory of production. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Majors must complete seven electives, with three in each discipline and one from either department. Emphasis is on hands-on implementation of the models covered in the course. Prerequisites: Econ 4011, Econ 4021, and Econ 413. (In Economics, elective coursework can be at the 300- or 400-level.). Students who by-pass Econ 1011 and/or Econ 1021 will need to complete additional elective coursework in Computer Science or in Economics. http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. Total units required: 57. 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. 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." Substitutions for computer science courses and study abroad (or away) approval will be determined by the McKelvey School of Engineering. certificate in data mining and machine learning. Topics include the measurement and evaluation of tax burdens, the federal personal income tax, tax evasion and proposals for fundamental tax reform. 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. Summer 2019. Prerequisite: Econ 1011. You signed in with another tab or window. Prerequisite: Econ 4011. The course is designed for, and should be taken by, all undergraduates considering graduate study in economics, but all interested students are welcome. We study inputs, outputs, and sensing; information representation; basic computer architecture and machine language; time-critical computation; inter-machine communication; and protocol design. Credit 3 units. Theories of industrial organization and development of criteria for performance of noncompetitive industries. Art: SSC L11Econ4011 Intermediate Microeconomic Theory. 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. Consult with the Economics departments Academic Coordinator. Prerequisites: Econ 1011 and Econ 1021, or consent of the instructors. CSE517: Natural Language Processing Catalog Description: Overview of modern approaches for natural language processing. Prerequisites: Econ 4011 and Econ 413 or Econ 413W. Majors must complete Econ4011,Econ4021, and theEcon4011/Econ4021 prerequisite electives in residence during the fall and spring semesters. 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. Prerequisite: Econ 1011. Graduate Teaching Assistant at University of Washington University of Washington 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. economics@wustl.edu, Advising / Questions / Further Considerations. Prerequisite: Econ 1011. 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). 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. Students can enroll in only one section per semester. Substitutions for economics courses and study abroad (or away) approval will be determined by the Academic Coordinator in the Econ department.