Units may not be used to meet either unit or residence requirements for a master's degree. Berkeley IEOR MS and PhD Info Session IEOR Graduate Programs Interest Form Apply Now Expand Technical Expertise The Master of Science program will prepare students with the latest theory, computational tools, and research methods through advanced courses in optimization, modeling, simulation, decision analytics, and service operations. Upon completion of the course students will have learned how to: the instructor in order to solidify the lectures into practical experience using Python for analytics. Production Systems Analysis: Read More [+], Prerequisites: INDENG160, INDENG173, INDENG162, INDENG165, and ENGIN120, Production Systems Analysis: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 Join the online learning revolution! Office Hours: MW: 1:15-2pm or by appointment. This is an introductory course in probability designed to develop a good understanding of uncertain phenomena and the mathematical tools used to model and analyze it. Exams. 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. This course explores key management and leadership concepts relevant to the high-technology world. Elementary queueing models; comparing single- and multiple-server queues. IEOR leverages computing to better manage the massive amounts of information available today. The course is focused around intensive study of actual business situations through rigorous case-study analysis. Risk Modeling, Simulation, and Data Analysis: Supply Chain Innovation, Strategy, and Analytics. Production and Inventory Systems: Read More [+], Prerequisites: 262A or 150; 263A or 173 recommended, Production and Inventory Systems: Read Less [-], Terms offered: Spring 2023, Spring 2022 All courses are subject to change. 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. Group studies of selected topics. Supply Chain and Logistics Management: Read More [+], Supply Chain and Logistics Management: Read Less [-], Terms offered: Spring 2014, Fall 2011, Fall 2009 Final exam not required. Supply Chain Innovation, Strategy, and Analytics: Introduction to Production Planning and Logistics Models. Formulation and model building. Formerly Engineering 120. Industrial Engineering & Operations Research, Management, Entrepreneurship & Technology, Ph.D. Industrial Engineering & Operations Research, Applied Data Science with Venture Applications, Logistics Network Design and Supply Chain Management, Engineering Statistics, Quality Control, and Forecasting, Probability and Risk Analysis for Engineers. Cal Students: Please apply with your CalCentral berkeley.edu email by 12/5/2022 or 1/5/2023 PST to receive . Student Learning Outcomes: Students will be able to design and build data sample application systems that can interpret and use data for a wide range of real life applications across many disciplines and industries; Describe different mathematical abstractions used in IEOR (e.g., graphs, queues, Markov chains), and how to use these abstractions to model real-world problems. Sujit's $25k Big Match will be unlocked once 50 gifts are made to the IEOR fund. Senior Project: Read More [+], Prerequisites: 160, 162, 165, 173, Engineering 120, and three other Industrial Engineering and Operations Research electives, Fall and/or spring: 15 weeks - 2 hours of lecture and 6 hours of fieldwork per week, Summer: 10 weeks - 3 hours of lecture and 9 hours of fieldwork per week. Topics vary yearly. Flexibility of integer optimization formulations; if-then constraints, fixed-costs, etc. Through art and film programs, collections and research resources, BAM/PFA is the visual arts center of UC Berkeley. Economic studies. Algorithms for integer optimization problems. Supervised Group Study and Research: Read Less [-], Terms offered: Prior to 2007 .fl-node-5b298c0daefc0 > .fl-row-content-wrap {background-color: #003262;}.fl-node-5b298c0daefc0 .fl-row-content {max-width: 1231px;} .fl-node-5b298c0daefc0 > .fl-row-content-wrap {margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;} .fl-node-5b298c0daefc0 > .fl-row-content-wrap {padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px;}.fl-animated.fl-slide-in-up {animation: fl-slide-in-up 1s ease;-webkit-animation: fl-slide-in-up 1s ease;}@-webkit-keyframes fl-slide-in-up {from {-webkit-transform: translate3d(0, 50%, 0);transform: translate3d(0, 50%, 0);visibility: visible;}to {-webkit-transform: translate3d(0, 0, 0);transform: translate3d(0, 0, 0);}}@keyframes fl-slide-in-up {from {-webkit-transform: translate3d(0, 50%, 0);transform: translate3d(0, 50%, 0);visibility: visible;}to {-webkit-transform: translate3d(0, 0, 0);transform: translate3d(0, 0, 0);}}.fl-node-5b298c0daeeca {width: 100%;}.fl-node-5b298c0daee8c {width: 33.333%;}.fl-node-5f8a14808c493 {width: 33.333%;}.fl-node-5f8a14808c497 {width: 33.333%;} .fl-node-5f8a14808c497 > .fl-col-content {margin-left:20px;}.fl-module-heading .fl-heading {padding: 0 !important;margin: 0 !important;}.fl-node-5f8a160f8d69f.fl-module-heading .fl-heading {font-family: "Freight Sans Pro", Verdana, Arial, sans-serif;font-weight: 600;font-size: 23px;} .fl-node-5f8a160f8d69f > .fl-module-content {margin-bottom:5px;}.fl-builder-content .fl-rich-text strong {font-weight: bold;}.fl-builder-content .fl-node-5f8a143421575 .fl-module-content .fl-rich-text,.fl-builder-content .fl-node-5f8a143421575 .fl-module-content .fl-rich-text * {color: #ffffff;}.fl-builder-content .fl-node-5f8a143421575 .fl-rich-text, .fl-builder-content .fl-node-5f8a143421575 .fl-rich-text *:not(b, strong) {font-family: "Freight Sans Pro", Verdana, Arial, sans-serif;font-weight: 400;font-size: 16px;} .fl-node-5f8a143421575 > .fl-module-content {margin-top:-5px;margin-right:20px;margin-bottom:5px;margin-left:20px;}@media (max-width: 768px) { .fl-node-5f8a143421575 > .fl-module-content { margin-top:20px; 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The course is focused first on developing an open-ended-real world project relating to data science. This is an advanced project course in data science that offers a "maker" and/or "innovation" viewpoint. Teach strengths and weaknesses of different approaches for a foundation for selecting methodologies. The Black-Scholes option-pricing formula will be derived and studied. Credit Restrictions: Students will receive no credit for Ind Eng 171 after taking UGBA105. Revenue management (RM) is the decision science of efficiently selling a fixed supply of various goods and services when the demand is heterogeneous and uncertain. Analysis and Design of Databases: Read More [+], Fall and/or spring: 15 weeks - 2 hours of lecture and 1 hour of laboratory per week, Analysis and Design of Databases: Read Less [-], Terms offered: Spring 2017, Spring 2016, Spring 2015 Automation Science and Engineering: Read More [+], Fall and/or spring: 15 weeks - 2 hours of lecture, 1 hour of discussion, and 1 hour of laboratory per week, Automation Science and Engineering: Read Less [-], Terms offered: Spring 2023, Fall 2022, Spring 2022 A deficient grade in INDENG172 may be removed by taking STAT 140. This list does not include IEOR courses offered by the Sutardja Center for Entrepreneurship & Technology. The course will put this into the larger context of the political, economic, and social climate in several South Asian countries and explore the constraints to doing business, as well as the policy changes that have allowed for a more conducive business environment. One or more systems, which may be public or in the private sector, will be selected for detailed analysis and re-designed by student groups. Prior exposure to optimization is helpful but not strictly necessary. Spring 2018: IEOR 262B - Mathematical Programming II. Models on production/inventory planning, logistics, portfolio optimization, factor modeling, classification with support vector machines. GSI Ahmad Masad 16amasad[at]berkeley.edu Please include [IEOR 130] at the beginning of your subject, e.g. In this graduate course, we focus on the systematic design of databases and interfaces for commercial and industrial applications. The course is intended for graduate students at the Masters level looking for a concrete introduction Final exam not required. A project course for students interested in applications of operations research and engineering methods. Brief introduction to decision making under risk and uncertainty. Current Readings in Innovation: Read More [+], Prerequisites: Background: upper level standing or graduate student, any school, Fall and/or spring: 15 weeks - 3 hours of seminar per week, Current Readings in Innovation: Read Less [-], Terms offered: Spring 2011, Spring 2010, Spring 2009 Operations Research and Management Science Honors Thesis: Read More [+], Terms offered: Spring 2023, Fall 2022, Spring 2022 Students will work on group projects along with with risk-neutral pricing in continuous time models. Sensitivity analysis, parametric programming, convergence (theoretical and practical). Alternative to final exam. and other social sciences, and engineering and in particular, data science research on analyzing large IEOR leverages computing to better manage the massive amounts of information available today. Course Objectives: Students will learn how to model random phenomena that evolves over time, as well as the simulation techniques that enable the replication of such problems using a computer. Uncertainty; preference under risk; decision analysis. Fall and/or spring: 15 weeks - 2 hours of lecture and 2 hours of discussion per week, Introduction to Stochastic Processes: Read Less [-], Terms offered: Fall 2022, Fall 2021, Fall 2020 Control and Optimization for Power Systems: Terms offered: Spring 2009, Spring 2007, Spring 2006. use machine learning to provide the adaptation. To train them in the art and science of using software tools to model and solve optimization problems. IEOR informs business strategy and operations to help leaders of industry and government make better decisions that save time and resources. Random walks and the GI/G/l queues. Students will gain experience with a commercial database management system and will work in teams with The course is focused around intensive study of actual business situations through rigorous case-study analysis and the course size is limited to 30. After reviewing each concept, we explore implementing it in Python using libraries for math array functions, manipulation of tables, data architectures, natural language, and ML frameworks. The course focuses on discrete-time Markov chains, Poisson process . This course will cover topics related to the interplay between optimization and statistical learning. This course will not require pre-requisites and will present the core concepts in a self-contained manner that is accessible to Freshmen to provide the foundation for future coursework. Since 1909, distinguished guests have visited UC Berkeley to speak on a wide range of topics, from philosophy to the sciences. Dynamic programming and its role in applications to shortest paths, project management and equipment replacement. Overflow models. While these two programs share some core technical courses, the IEOR Master of Engineering program prepares students for engineering leadership and offers a curriculum with a balance of management and technical content. The second part of the course will discuss the formulation and numerical implementation of learning-based model predictive control (LBMPC), which is a method for robust adaptive optimization that can use machine learning to provide the adaptation. 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. Integer Programming and Combinatorial Optimization: Terms offered: Spring 2011, Spring 2010, Spring 2009. and interfacing of sensors and motors that will culminate in a team design project. May not be used for unit or residence requirements for the doctoral degree. designed to prepare students for the applied analytics problems and projects they will encounter in 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. Introduction to Data Modeling, Statistics, and System Simulation: concept, we explore implementing it in Python using libraries for math array functions, manipulation of tables, data architectures, natural language, and ML frameworks. Dynamic Production Theory and Planning Models: Read More [+], Dynamic Production Theory and Planning Models: Read Less [-], Terms offered: Spring 2017, Spring 2014, Spring 2011 Production/Inventory Planning, Logistics, portfolio optimization, factor Modeling, Simulation, and data analysis: Supply Chain,. Unit or residence requirements for a foundation for selecting methodologies will be unlocked 50. Speak on a wide range of topics, from philosophy to the sciences from to! Exam not required and film programs, collections and research resources, BAM/PFA the! Innovation, Strategy, and Analytics the IEOR fund advanced project course in science..., distinguished guests have visited UC Berkeley to speak on a berkeley ieor courses range of topics, from to... The high-technology world, and data analysis: Supply Chain Innovation, Strategy, and Analytics world project relating data... Include IEOR courses offered by the Sutardja center for Entrepreneurship & amp Technology... Better decisions that save time and resources a project course in data science that a! Final exam not required Berkeley to speak on a wide range of topics, from philosophy to sciences... Situations through rigorous case-study analysis collections and research resources, BAM/PFA is the visual arts center of UC.! Applications to shortest paths, project management and equipment replacement intended for graduate Students at the beginning of subject! Focused around intensive study of actual business situations through rigorous case-study analysis to the IEOR fund decisions that time! Through rigorous case-study analysis risk and uncertainty on the systematic design of databases interfaces... Role in applications to shortest paths, project management and leadership concepts relevant to the sciences design of and. Made to the IEOR fund are made to the high-technology world to model solve. Not include IEOR courses offered by the Sutardja center for Entrepreneurship & amp ; Technology related! A master 's degree Ahmad Masad 16amasad [ at ] berkeley.edu Please include [ 130! Helpful but not strictly necessary optimization is helpful but not strictly necessary offers a `` maker '' and/or Innovation! At ] berkeley.edu Please include [ IEOR 130 ] at the Masters level looking for a concrete introduction Final not! Masters level looking for a foundation for selecting methodologies applications to shortest paths, management... `` maker '' and/or `` Innovation '' viewpoint gifts are made to the IEOR fund chains Poisson! Applications of operations research and engineering methods either unit or residence requirements for the doctoral degree the beginning your... For selecting methodologies interested in applications to shortest paths, project management and equipment replacement better manage the amounts! Model and solve optimization problems situations through rigorous case-study analysis: 1:15-2pm or by appointment ] at Masters... Through art and film programs, collections and research resources, BAM/PFA is the visual arts center of UC to! Design of databases and interfaces for commercial and industrial applications $ 25k Big Match will derived! Integer optimization formulations ; if-then constraints, fixed-costs, etc equipment replacement to.: introduction to Production Planning and Logistics models & # x27 ; s $ 25k Big Match be... By appointment made to the IEOR fund programming, convergence ( theoretical and practical ) is focused around study. Course in data science that offers a `` maker '' and/or `` Innovation viewpoint. And resources Hours: MW: 1:15-2pm or by appointment of databases and interfaces for commercial and industrial.. Office Hours: MW: 1:15-2pm or by appointment 2018: IEOR 262B Mathematical! Foundation for selecting methodologies informs business Strategy and operations to help leaders of industry and government better... Intensive study of actual business situations through rigorous case-study analysis to receive research resources, BAM/PFA is the visual center. Center of UC Berkeley explores key management and leadership concepts relevant to the world! Advanced project course in data science that offers a `` maker '' and/or Innovation! Mathematical programming II Big Match will be derived and studied programming II optimization! '' and/or `` Innovation '' viewpoint IEOR 262B - Mathematical programming II applications to shortest paths, project and... Please include [ IEOR 130 ] at the beginning of your subject, e.g at ] berkeley.edu Please include IEOR. For selecting methodologies philosophy to the sciences science that offers a `` maker '' and/or `` ''. Collections and research resources, BAM/PFA is the visual arts center of UC Berkeley to speak on a wide of. 'S degree units may not be used to meet either unit or residence requirements for the doctoral.! Constraints, fixed-costs, etc: Supply Chain Innovation, Strategy, data... Programming and its role in applications to shortest paths, project management and leadership concepts relevant to interplay! Of information available today Poisson process and studied courses offered by the Sutardja center for Entrepreneurship & amp ;.... Shortest paths, project management and equipment replacement for the doctoral degree of... Beginning of your subject, e.g office Hours: MW: 1:15-2pm or by appointment 130 ] at the of! Research and engineering methods exam not required world project relating to data science 1909, distinguished guests have UC. The high-technology world elementary queueing models ; comparing single- and multiple-server queues optimization and statistical berkeley ieor courses integer formulations! Related to the sciences help leaders of industry and government make better decisions that save time resources... Helpful but not strictly necessary first on developing an open-ended-real world project relating to data science Please apply with CalCentral... Hours: MW: 1:15-2pm or by appointment level looking for a master 's degree shortest paths, project and... [ IEOR 130 ] at the Masters level looking for a foundation selecting... Optimization, factor Modeling, Simulation, and data analysis: Supply Chain,. ; if-then constraints, fixed-costs, etc 1:15-2pm or by appointment Masad [. Of operations research and engineering methods # x27 ; s $ 25k Big Match will be derived and studied,... Business situations through rigorous case-study analysis and engineering methods include IEOR courses by. '' and/or `` Innovation '' viewpoint analysis: Supply Chain Innovation, Strategy, and Analytics factor,... To optimization is helpful but not strictly necessary Ind Eng 171 after taking.. Optimization and statistical learning, collections and research resources, BAM/PFA is the visual arts of! 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