Random walks with applications. Supply Chain Operation and Management: Read More [+], Supply Chain Operation and Management: Read Less [-], Terms offered: Spring 2023, Spring 2022, Spring 2021, Spring 2020 Topics include the firm's key operations, strategic issues, and managerial leadership including personal leadership and talent management. Basic first year graduate course in optimization of non-linear programs. using powerful Python packages such as Numpy, Scipy, Pandas, and Matplotlib that are essential for Innovations that we will discuss include collaborative forecasting, social media, online procurement, and technologies such as RFID. Computational Optimization: Read More [+], Computational Optimization: Read Less [-], Terms offered: Spring 2022, Fall 2021, Spring 2021 Berkeley, CA 94720-1702 (510) 642-7594 ess@berkeley.edu Hours: Monday - Thursday, 8 a.m.-5 p.m. Friday, 10 a.m.-5 p.m. 4141 Etcheverry Hall #1777 (510) 642-5484 ieor.berkeley.edu Degree worksheets: 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019| 2020| 2021| 2022 The Master of Engineering program in Industrial Engineering & Operations Research is a one year full-time program that combines business-oriented coursework with applications-focused industrial engineering and operations research courses emphasizing Optimization Analytics, Risk Modeling, Simulation, and Data Analysis. The course includes laboratory assignments, which consist of hands-on experience. On the theoretical front, supply chain analysis inspires new research ventures that blend operations research, game theory, and microeconomics. Applications in production planning, resource allocation, power generation, network design. The use of mathematical optimization models as a framework for analyzing financial engineering problems will be shown. A deficient grade in INDENG174 may be removed by taking IND ENG 131. Final exam not required. This course addresses modeling and algorithms for integer programming problems, which are constrained optimization problems with integer-valued variables. Grading/Final exam status: Letter grade. GSI Proseminar on Teaching Engineering: Read More [+]. Consideration of technical and economic aspects of equipment and process design. The course deals with discrete optimization problems and their complexity. Industrial Engineering and Operations Research 162 . The field has made significant strides on both theoretical and practical fronts. Terms offered: Spring 2023, Spring 2022, Fall 2020, Probability and Risk Analysis for Engineers. Simulation techniques will be discussed at the end of the semester, and MATLAB (or C or S-Plus) will be used for computation. Terms offered: Spring 2019, Spring 2017 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. Courses Industrial Engineering and Operations Research (IND ENG) Industrial Engineering and Operations Research (IND ENG) Courses Expand all course descriptions [+] IND ENG 24 Freshman Seminars 1 Unit [+] IND ENG 66 A Bivariate Introduction to IE and OR 3 Units [+] IND ENG 98 Supervised Group Study and Research 1 - 3 Units [+] Individual Study for Master's Students: Read More [+], Fall and/or spring: 15 weeks - 0 hours of independent study per week, Summer: 8 weeks - 6-68 hours of independent study per week, Subject/Course Level: Industrial Engin and Oper Research/Graduate examination preparation, Individual Study for Master's Students: Read Less [-], Terms offered: Fall 2010, Spring 2008, Fall 2007 Cases in Global Innovation: South Asia: Read More [+], Prerequisites: Junior or senior standing. This course is geared towards understanding operational, strategic, and tactical aspects of supply chain man agement. This year, Berkeley IEOR alum Sujit Chakravarthy, is making a $25,000 Big Match to support the IEOR Fund. Applied Data Science with Venture Applications: Read Less [-], Terms offered: Spring 2023, Fall 2022, Spring 2022 Alternative to final exam. Directed Group Studies for Advanced Undergraduates: Scipy, Pandas, and Matplotlib that are essential for, Terms offered: Spring 2017, Spring 2016, Spring 2015. options. Operations Research and Management Science Honors Thesis: Read More [+], Prerequisites: Open only to students in the honors program. Mathematical and computer methods for design, planning, scheduling, and control in manufacturing and distribution systems. Semi-Markov processes with emphasis on application. Graphical methods and computer software using event trees, decision trees, and influence diagrams that focus on model design. This list does not include IEOR courses offered by the Sutardja Center for Entrepreneurship & Technology. Final exam required. IEOR utilizes math and statistics to understand and quantify the world around us. Each math concept is linked to implementation using Python using libraries for math array functions (NumPy), manipulation of tables (Pandas), long term storage (SQL, JSON, CSV files), natural language (NLTK), and ML frameworks. Students will gain experience with a commercial database management system and will work in teams with Probability and Risk Analysis for Engineers: the theory, the course covers stochastic simulation techniques that will allow students to go beyond the models and applications discussed in the course. The second half of the course will discuss the most recent topics in financial engineering, such as credit risk and analysis, risk measures and portfolio optimization, and liquidity risk and models. Methods for evaluating real options will be presented. Prerequisites: 262A, 263A or equivalents and some programming experience, Introduction to Data Modeling, Statistics, and System Simulation: Read Less [-], Terms offered: Spring 2023, Spring 2022, Fall 2021 Survey of solution techniques and problems that have formulations in terms of flows in networks. use Python and core scienti Integer Programming and Combinatorial Optimization: Read More [+], Integer Programming and Combinatorial Optimization: Read Less [-], Terms offered: Fall 2015, Fall 2014 Students will understand the operation of power networks from a control and optimization perspective. Students undertake intensive study of actual business situations through rigorous case-study analysis. Dive deep into a topic by exploring the intellectual themes that connect courses across departments and disciplines. 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 South Asian market, or South Asian companies seeking to adapt a U.S or western business model. 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. To carefully present the statistical and computational assumptions, trade-offs, and intuition underlying each method discussed so that students will be trained to determine which techniques are most appropriate for a given problem.3. Summer: 6 weeks - 2.5-10 hours of independent study per week8 weeks - 2-7.5 hours of independent study per week10 weeks - 1.5-6 hours of independent study per week, Supervised Independent Study: Read Less [-], Terms offered: Prior to 2007 We focus on the relational database model and learn the mathematics of structured queries. 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 Beginning with the Fall 2021 application cycle, rising sophomores will also be eligible to apply. Industrial Engineering and Operations Research Courses Search Courses. The second half of the course will discuss the most recent topics in financial engineering, such as credit risk and analysis, risk measures and portfolio optimization, and liquidity risk and models. Exams. 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 Applications to practical problems from engineering and data science. Tau Beta Pi Engineering Honor Society, California Alpha Chapter Design and development of effective industrial production planning systems. Supply chain analysis is the study of quantitative models that characterize various economic trade-offs in the supply chain. IEOR 160: Nonlinear and Discrete Optimization Professor Javad Lavaei, UC Berkeley Instructor: Javad Lavaei Time: Fridays, 10am-12pm Location: 159 Mulford TAs: SangWoo Park (spark111 AT berkeley.edu) and Yatong Bai (yatong_bai AT berkeley.edu) Grader: Natalie Andersson (natalieandersson AT berkeley.edu) Introduce students to the data analysis process including: developing a hypothesis, acquiring data, processing the data, testing the hypothesis, and presenting results. Experimenting with Simulated Systems: Read More [+], Prerequisites: 165 or equivalent statistics course, and some computer programming background, Instructors: Ross, Schruben, Shanthikumar, Experimenting with Simulated Systems: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 Probabilitybackgroundwith Industrial Engineering173 orequivalentisrecommended, Applied Stochastic Process I: Read Less [-], Terms offered: Spring 2023, Spring 2022, Spring 2021 Fall 2016: IEOR 160 - Nonlinear and Discrete Optimization. Final exam required. Applied Data Science with Venture Applications: Read More [+], Prerequisites: Prerequisites include: ability to write code in Python, and a probability or statistics course, Fall and/or spring: 15 weeks - 3 hours of lecture per week15 weeks - 3 hours of lecture per week, Terms offered: Fall 2022, Fall 2021, Fall 2020 understand relevant mathematical concepts that are used in systems that process data; Prerequisites: Prerequisites include the ability to write code in Python, and a probability or statistics course. Learn more. Students work on a field project under the supervision of a faculty member. Continuous time Markov chains. Formerly Engineering 120. About a third of the course will be devoted to system modeling, with the remaining two-thirds concentrating on simulation experimental design and analysis. The course is Flexibility of integer optimization formulations; if-then constraints, fixed-costs, etc. 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. In addition, the course will introduce elements of financial markets and asset classes. The 190 series cannot be used to fulfill any engineering requirement (engineering units, courses, technical electives, or otherwise). This will be an introductory first-year graduate course covering fundamental models in production planning and logistics. Courses. 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. be used to fulfill any engineering unit or elective requirements. Industrial and Commercial Data Systems: Read More [+], Fall and/or spring: 15 weeks - 2 hours of lecture and 2 hours of laboratory per week, Industrial and Commercial Data Systems: Read Less [-], Terms offered: Spring 2023 Group Studies, Seminars, or Group Research: Read Less [-], Terms offered: Summer 2023 Second 6 Week Session, Fall 2019, Fall 2016 Mathematical Programming II: Read More [+], Mathematical Programming II: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 develop custom Python scripts and functions to perform analytic computations; Heathcare Analytics: Read More [+]. In addition, qualitative issues in distribution network structuring, centralized versus decentralized network control, variability in the supply chain, strategic partnerships, and product design for logistics will be considered through discussions and cases. For students to gain some project-based practical data science experience, which involves identifying a relevant problem to be solved or question to be answered, gathering and cleaning data, and applying analytical techniques.6. Individual Study or Research: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 To complement the theory, the course also covers the basics of stochastic simulation. Prerequisites: MATH53, MATH54, and background in Python and programming, Terms offered: Spring 2023, Spring 2022, Spring 2021 Includes formulation of risk problems and probabilistic risk assessments. You can check their website here for information about their upcoming classes. Fall and/or spring: 15 weeks - 1 hour of seminar per week, Subject/Course Level: Industrial Engin and Oper Research/Undergraduate. IEOR leverages computing to better manage the massive amounts of information available today. Standard topics include Girsanov transformation, martingale representation theorem, Feyman-Kac formula, and American and exotic option pricings. Facilities Design and Logistics: Read More [+], Prerequisites: 262A, and either 172 or Statistics 134, Facilities Design and Logistics: Read Less [-], Terms offered: Spring 2021, Spring 2014, Spring 2013 Terms offered: Fall 2016 and other social sciences, and engineering and in particular, data science research on analyzing large The 190 series cannot be used to fulfill any engineering requirement (engineering units, courses, technical electives, or otherwise). Our researchers create new fields of optimization and push the boundaries in convex and non-convex optimization, integer and combinatorial optimization to find solutions to grand challanges with massive data sets. Programming problems, which consist of hands-on experience exploring the intellectual themes that connect across... Distribution systems fundamental models in production planning systems IND ENG 131 of actual business through. Course deals with discrete optimization problems with integer-valued variables the world around us economic aspects of and... Dive deep into a topic by exploring the intellectual themes that connect courses departments. A faculty member Honors program will introduce elements of financial markets and asset classes their. Across departments and disciplines design, planning, resource allocation, power generation, network design world... Deep into a topic by exploring the intellectual themes that connect courses across departments disciplines... Of equipment and process design INDENG174 may be removed by taking IND ENG 131 in the supply.... Computing to better manage the massive amounts of information available today applications production. Technical and economic aspects of supply chain analysis inspires new research ventures that blend research... 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