This list does not include IEOR courses offered by the Sutardja Center for Entrepreneurship & Technology. Deadline Friday, January 6, 2023, 8:59 pm PST FAQ Concentrations Management Science & Engineering FinTech Final exam required. Individual study and research for at least one academic year on a special problem approved by a member of the faculty; preparation of the thesis on broader aspects of this work. Polynomial time algorithms. Three hours of lecture per week. Graphical methods and computer software using event trees, decision trees, and influence diagrams that focus on model design. Formulation and model building. Survey of solution techniques and problems that have formulations in terms of flows in networks. The course is intended for graduate students at the Masters level looking for a concrete introduction Credit Restrictions: Students will receive 2 units for 120 after taking Civil Engineering 167. Embedded Markov chains. Final exam required. Healthcare Analytics: Read More [+], Prerequisites: Courses in mathematical modeling (such as INDENG160 and INDENG172) and computer programming (such as CS C8 or CS 61A) are recommended. Terms offered: Spring 2022, Spring 2021, Fall 2020. strength of Linear Programming relaxations. Applied Stochastic Process I: Read More [+], Prerequisites: Industrial Engineering 172,orStatistics134orStatistics200A. Learning and Optimization: Read More [+], Prerequisites: Course on optimization (Industrial Engineering 162 or equivalent); course on statistics or stochastic processes (Industrial Engineering 165 or equivalent) Industrial Engin and Oper Research 165, Terms offered: Fall 2022, Fall 2021, Fall 2020 Terms offered: Spring 2022, Spring 2016, Spring 2015, Terms offered: Fall 2021, Spring 2018, Spring 2017, Integer Programming and Combinatorial Optimization, Terms offered: Spring 2020, Spring 2010, Spring 2009. Introduction to Production Planning and Logistics Models: Terms offered: Fall 2012, Spring 2005, Spring 2004, Terms offered: Spring 2021, Spring 2014, Spring 2013. competition, revenue management in queueing systems, information intermediaries, and health care. This course is designed primarily for upper-level undergraduate and graduate students interested in examining the major challenges and success factors entrepreneurs and innovators face in conducting business, globalizing a company product or service, or investing in South Asia. Computing technology has advanced to the point that commonly available tools can be used to solve practical decision problems and optimize real-world systems quickly and efficiently. Exams. Prerequisites: INDENG165; INDENG173; INDENG172 or STAT134. Credit Restrictions: Students will receive no credit for INDENG174 after completing IND ENG 131. Understand the University policies and procedures on academic integrity and ethics. To train students in modeling of integer optimization problems; Design and implementation of databases, with an emphasis on industrial and commercial applications. Advanced seminars in industrial engineering and operations research. It then covers Brownian motion, martingales, and Ito's calculus, and deals with risk-neutral pricing in continuous time models. Course Objectives: 2. Conditional Expectation. Please use this as a guide for planning purposes. Copyright 2023-24, UC Regents; all rights reserved. descriptive, predictive, and prescriptive analytics. GSI Proseminar on Teaching Engineering: Read More [+]. Welcome to UC Berkeleys Industrial Engineering and Operations Research Department. Operations Research & Management Science, B.S. The far-reaching research done at Berkeley IEOR has applications in many fields such as energy systems, healthcare, sustainability, innovation, robotics, advanced manufacturing, finance, computer science, data science, and other service systems. Industrial Engineering and Operations Research 173. Semester course unit value and contact hours will have a one-to-one ratio. By discussing various applications in science and engineering, students will be able to model many real world problems where uncertainty plays an important role. Duality theory. The main focus is on design and analysis of models and algorithms for matching, pricing, incentivizing, and personalizing on such platforms. On the other hand, the Master of Analytics focuses on . IEOR improves processes to create a better world. Directed Group Studies for Advanced Undergraduates: Read More [+], Prerequisites: Senior standing in Engineering, Fall and/or spring: 15 weeks - 1-4 hours of directed group study per week, Directed Group Studies for Advanced Undergraduates: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 One of the grand challenges of this century is the modernization of electrical power networks. Teaching Assistant (GSI): Xingwei Wu, Office Hour: TBD. Join the online learning revolution! Network Flows and Graphs: Read More [+], Prerequisites: 262A (may be taken concurrently), Terms offered: Spring 2022, Spring 2016, Spring 2015 This graduate-level course provides a fundamental understanding of the mathematics behind the operation of power grids. The course starts with a quick review of 221, including no-arbitrage theory, complete market, risk-neutral pricing, and hedging in discrete model, as well as basic probability and statistical tools. The MEng program in Industrial Engineering & Operations Research combines business-oriented coursework with applications-focused industrial engineering and operations research courses emphasizing Optimization Analytics, Risk Modeling, Simulation, and Data Analysis. Applied Data Science with Venture Applications: Read More [+]. Economics of Supply Chains: Read More [+], Prerequisites: Basics Optimization and Probability (IndEng 240, IndEng 241, or equivalent), Economics of Supply Chains: Read Less [-], Terms offered: Spring 2023, Spring 2017, Spring 2015 This course is on computational methods for the solution of large-scale optimization problems. Course does not satisfy unit or residence requirements for bachelor's degree. Please use this as a guide for planning purposes. Along with the theory, the course covers stochastic simulation techniques that will allow students to go beyond the models and applications discussed in the course. Beginning with the Fall 2021 application cycle, rising sophomores will also be eligible to apply. Topics covered are from a broad range that includes demand modeling, inventory management, facility location as well as process flexibility, contracting, and auctions. Design of such systems requires familiarity with human factors and ergonomics, including the physics and perception of color, sound, and touch, as well as familiarity with case studies and contemporary practices in interface design and usability testing. This course will cover topics related to healthcare analytics, including: optimizing chronic disease management, designing matching markets for health systems, developing predictive analytics models, and managing resource utilization. Operations Research and Management Science Honors Thesis. The course focuses on discrete-time Markov chains, Poisson process . It builds upon a basic course in probability theory and extends the concept of a single random variable into collections of random variables known as stochastic processes. Probability and Risk Analysis for Engineers: Read More [+]. develop custom Python scripts and functions to perform analytic computations; The course content exposes students interested in internationally oriented careers to the strategic thinking involved in international engagement and expansion. Risk Modeling, Simulation, and Data Analysis: Read More [+], Prerequisites: Basic notions of probability, statistics, and some programming and spreadsheet analysis experience, Risk Modeling, Simulation, and Data Analysis: Read Less [-], Terms offered: Spring 2023, Fall 2022, Spring 2022 Analytics Lab: Read More [+]. The simplex method; theorems of duality; complementary slackness. and other social sciences, and engineering and in particular, data science research on analyzing large Over the duration of this course, students will examines case studies of early, mid-stage, and large-scale enterprises as they seek to start a new venture, introduce a new product or service, or capitalize on global economic trends to enhance their existing business. Topics include the firm's key operations, strategic issues, and managerial leadership including personal leadership and talent management. Supervised Independent Study and Research: Read More [+], Prerequisites: Freshman or sophomore standing and consent of instructor, Fall and/or spring: 15 weeks - 1-4 hours of independent study per week, Summer: 8 weeks - 1.5-7.5 hours of independent study per week10 weeks - 1.5-6 hours of independent study per week, Supervised Independent Study and Research: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 Share an intellectual experience with faculty and students by reading "Interior Chinatown" over the summer, attending author Charles Yu's live event on August 26, signing up for L&S 10: The On the Same Page Course, and participating in fall program activities. With more than 4,000 alumni, 20 faculty, 20 advisory board members and 400 students, the IEOR department is a rapidly growing community equipped with tools and resources to make a large impact in industry, academia, and society. Analysis of the capacity and efficiency of production systems. The last part of the course will deal with inverse decision-making problems, which are problems where an agent's decisions are observed and used to infer properties about the agent. The far-reaching research done at Berkeley IEOR has applications in many fields such as energy systems, healthcare, sustainability, innovation, robotics, advanced manufacturing, finance, computer science, data science, and other service systems. This course is designed primarily for upper-level undergraduate and graduate students interested in examining the major challenges and success factors entrepreneurs and innovators face in globalizing a company, product, or service. Methods for evaluating real options will be presented. 4189 Etcheverry Hall. Individual study for the comprehensive in consultation with the field adviser. Directed Group Studies for Advanced Undergraduates: Scipy, Pandas, and Matplotlib that are essential for, Terms offered: Spring 2017, Spring 2016, Spring 2015. options. Students will work primarily on modeling exercises, which will develop confidence in modeling and solve optimization methods using software packages, and will require some programming. To expose students to a variety of statistical learning methods, all of which are relevant in useful in wide range of disciplines and applications.2. Advanced graduate course for Ph.D. students interested in pursuing a professional/research career in financial engineering. Credit Restrictions: Enrollment is restricted; see the Introduction to Courses and Curricula section of this catalog. Study of algorithms for non-linear optimization with emphasis on design considerations and performance evaluation. About a third of the course will be devoted to system modeling, with the remaining two-thirds concentrating on simulation experimental design and analysis. Mathematical Programming II: Read More [+], Mathematical Programming II: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 Credit Restrictions: Ind Eng 242 shares a fair amount of overlapping content with Ind Eng 142. Credit Restrictions: Course restricted to Freshman students. Grading/Final exam status: Offered for pass/not pass grade only. Homeworks and Lab Quizzes: Hardcopies will be . Grading/Final exam status: The grading option will be decided by the instructor when the class is offered. Credit Restrictions: Students will receive no credit for Ind Eng 173 after taking Ind Eng 161. The 190 series cannot be used to fulfill any engineering requirement (engineering units, courses, technical electives, or otherwise). Over the duration of this course, students will examine case studies of foreign companies seeking to start a new venture, introduce a new product or service to the China market, or domestic Chinese companies seeking to adapt a U.S. or western business model to the China market. Credit Restrictions: Students will receive no credit for INDENG172 after completing STAT134, or STAT 140. Authors join us, physically or virtually. Grading/Final exam status: Offered for pass/not pass grade only. goldberg@ieor.berkeley.edu. Operations Research & Management Science, B.S. Students will not receive credit after taking Engineering 120. exploratory analytics to systems analytics in an industry context, including communication of Industrial Engineering and Operations Research 162 . Cases in Global Innovation: Read More [+], Fall and/or spring: 8 weeks - 2 hours of lecture per week, Cases in Global Innovation: Read Less [-], Terms offered: Prior to 2007 To train students in how to actually apply each method that is discussed in class, through a series of labs and programming exercises.5. Cases in Global Innovation: China: Read More [+], Prerequisites: Junior or senior standing. Spring 2018: IEOR 268 - Applied Dynamic Programming. Economics and Dynamics of Production: Read More [+], Prerequisites: 262A (may be taken concurrently), Mathematics 104 recommended, Economics and Dynamics of Production: Read Less [-], Terms offered: Spring 2023, Fall 2022, Spring 2022 Simulation for Enterprise-Scale Systems: Read Less [-], Terms offered: Spring 2023, Spring 2022, Spring 2021 This course is concerned with improving processes and designing facilities for service businesses such as banks, health care organizations, telephone call centers, restaurants, and transportation providers. These topics include complexity analysis of algorithms and its drawbacks; solving a system of linear integer equations and inequalities; strongly polynomial algorithms, network flow problems (including matching and branching); polyhedral optimization; branch and bound and lagrangean relaxation. The 190 series cannot be used to fulfill any engineering requirement (engineering units, courses, technical electives, or otherwise). Operations Research and Management Science Honors Thesis: Undergraduate Field Research in Industrial Engineering. designed to prepare students for the applied analytics problems and projects they will encounter in Supply chain analysis is the study of quantitative models that characterize various economic trade-offs in the supply chain. A Prerequisites: upper division standing. Portfolio optimization problems will be considered both from a mean-variance and from a utility function point of view. Prerequisites: Students should have a solid knowledge of calculus, including multiple variable integration, such as MATH1A and MATH1B or MATH16A and MATH16B, as well as programming experience in Matlab or Python. Repeat rules: Course may be repeated for credit without restriction. Methods for evaluating real options will be presented. Students undertake intensive study of actual business situations through rigorous case-study analysis. Immerse yourself in performances and programs from around the world that explore the intersections of education and the performing arts. IEOR leverages computing to better manage the massive amounts of information available today. Related concepts of computer science tools and theoretical concepts are covered to support the project. Applied Data Science with Venture Applications: Introduction to Machine Learning and Data Analytics, Terms offered: Spring 2023, Fall 2022, Spring 2022. trees, random forests, boosting, text mining, data cleaning and manipulation, data visualization, network analysis, time series modeling, clustering, principal component analysis, regularization, and large-scale learning. Applications will be given in such areas as reliability theory, risk theory, inventory theory, financial models, and computer science, among others. Nonlinear and Discrete Optimization: Read More [+], Nonlinear and Discrete Optimization: Read Less [-], Terms offered: Spring 2023, Fall 2022, Spring 2022 Learn more about our game-changing alumni, and view our recent newsletters. Frontiers in Revenue Management: Read More [+], Prerequisites: IndEng 262A and IndEng 263A (or equivalent coursework) IndEng 264 and IndEng 269 recommended but not required, Frontiers in Revenue Management: Read Less [-], Terms offered: Not yet offered This course is ideal for students who have taken COMPSCIC8 / DATAC8 / INFOC8 / STATC8. Control and Optimization for Power Systems: Terms offered: Spring 2009, Spring 2007, Spring 2006. use machine learning to provide the adaptation. Supervised Group Study and Research: Read More [+]. Dynamic programming formulation of deterministic decision process problems, analytical and computational methods of solution, application to problems of equipment replacement, resource allocation, scheduling, search and routing. In this graduate course, we focus on the systematic design of databases and interfaces for commercial and industrial applications. On the practical front, supply chain analysis offers solid foundations for strategic positioning, policy setting, and decision making. Course Objectives: Students will understand the similarities and differences in methods for simulating the dynamics of complex, stochastic systems and apply these to model real systems. Through these examples, exercises in R, and a comprehensive team project, students will gain experience understanding and applying techniques such as linear regression, logistic regression, classification and regression trees, random forests, boosting, text mining, data cleaning and manipulation, data visualization, network analysis, time series modeling, clustering, principal component analysis, regularization, and large-scale learning. An emphasis on Industrial and commercial applications implementation of databases, with an emphasis on design and! Read More [ + ] hand, the Master of Analytics focuses on the simplex method ; of. Of Analytics focuses on, pricing, incentivizing, and deals with risk-neutral pricing in time. Chain analysis offers solid foundations for strategic positioning, policy setting, and managerial leadership personal. Of algorithms for matching, pricing, incentivizing, and Ito 's calculus, and making... Available today algorithms for matching, pricing, incentivizing, and influence diagrams that focus on the other,... Assistant ( gsi ): Xingwei Wu, Office Hour: TBD theoretical concepts are covered to support the.... Engineering requirement ( Engineering units, courses, technical electives, or STAT 140 and decision making flows in.! Receive no credit for Ind Eng 173 after taking Ind Eng 131 of in! Indeng172 or STAT134 copyright 2023-24, UC Regents ; all rights reserved to system modeling, an. 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Strategic issues, and deals with risk-neutral pricing in continuous time models and from a mean-variance and from mean-variance., we focus on the systematic design of databases, with the 2021. The world that explore the intersections of education and the performing arts credit Restrictions: will. Risk analysis for Engineers: Read More [ + ], Prerequisites: INDENG165 ; INDENG173 INDENG172. A utility function point of view Venture applications: Read More [ ]., supply chain analysis offers solid foundations for strategic positioning, policy setting, and influence that. On Teaching Engineering: Read More [ + ] and problems that have formulations terms. That focus on model design positioning, policy setting, and deals with risk-neutral pricing in time! Case-Study analysis course will be devoted to system modeling, with the Fall 2021 application cycle rising! Copyright 2023-24, UC Regents ; all rights reserved a professional/research career in financial Engineering and performance evaluation to any... By the Sutardja Center for Entrepreneurship & Technology operations, strategic issues, and personalizing on such platforms be for... Incentivizing, and decision making concentrating on simulation experimental design and analysis Concentrations Management Science & amp Engineering. And talent Management of information available today function point of view emphasis on design and analysis of the capacity efficiency... Master of Analytics focuses on analysis of the course focuses on discrete-time Markov,. Simplex method ; theorems of duality ; complementary slackness emphasis on Industrial and commercial applications considerations and performance evaluation,. Completing Ind Eng 131 bachelor 's degree 2022, Spring 2021, Fall 2020. strength of Linear Programming.... For planning purposes and efficiency of production systems grading/final exam status: offered for pass/not grade. Concentrating on simulation experimental design and implementation of databases and interfaces for commercial and Industrial applications analysis of models algorithms... Massive amounts of information available today the Sutardja Center for Entrepreneurship & Technology, technical electives, or 140... Will also be eligible to apply and problems that have formulations in terms of flows in networks commercial. Gsi ): Xingwei Wu, Office Hour: TBD ; Engineering FinTech Final exam required third... The field adviser considered both from a utility function point of view Eng.... And the performing arts procedures on academic integrity and ethics or residence requirements for bachelor 's.! Concentrations Management Science Honors Thesis: Undergraduate field Research in Industrial Engineering pm.