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. Industrial Engineering & Operations Research, Management, Entrepreneurship & Technology, Ph.D. Industrial Engineering & Operations Research. Thursday, May 12, 2022 3-6P Description: This course will introduce students to basic statistical techniques such as parameter estimation, hypothesis testing, regression analysis, analysis of variance. understand the array of mathematical toolkits provided by the Python packages covered. Relational algebra, SQL, normalization. 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. Supply chain analysis is the study of quantitative models that characterize various economic trade-offs in the supply chain. Course Objectives: 1. Mathematical and computer methods for design, planning, scheduling, and control in manufacturing and distribution systems. Fall and/or spring: 15 weeks - 1 hour of seminar per week, Subject/Course Level: Industrial Engin and Oper Research/Undergraduate. It then covers rigorously and in depth the most fundamental probability concepts for financial engineers, including stochastic integral, stochastic differential equations, and semi-martingales. 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. 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 course is focused first on developing an open-ended-real world project relating to data science. Immerse yourself in performances and programs from around the world that explore the intersections of education and the performing arts. The Black-Scholes option-pricing formula will be derived and studied. Discrete and continuous time Markov chains; with applications to various stochastic systems--such as queueing systems, inventory models and reliability systems. Operations Research and Management Science Honors Thesis: Read Less [-], Terms offered: Prior to 2007 This year, Berkeley IEOR alum Sujit Chakravarthy, is making a $25,000 Big Match to support the IEOR Fund. Analytics Lab: Read More [+]. This will be an introductory first-year graduate course covering fundamental models in production planning and logistics. The Department of Industrial Engineering and Operations Research (IEOR) offers four graduate programs: a Master of Engineering (MEng), a Master of Science (MS), a Master of Analytics (MAnalytics), and a PhD. Students will also learn how to use computer simulation to replicate and analyze these events. Principles of Engineering Economics: Read More [+]. IEOR utilizes math and statistics to understand and quantify the world around us. designed to prepare students for the applied analytics problems and projects they will encounter in understanding of supply chain management. Relationship with linear programming, transportation problems, electrical networks and critical path scheduling. On the other hand, the Master of Analytics focuses on . Quantitative models for operational and tactical decision making in production systems, including production planning, inventory control, forecasting, and scheduling. Course Objectives: This course provides an introduction to the field of Industrial Engineering and Operations Research through a series of lectures by IEOR faculty. Instructor Professor Robert C. Leachman 510-517-6113 leachman[at]ieor.berkeley.edu Office hours: MWF 11:00-12:00pm Online via Zoom . Directed Group Studies for Advanced Undergraduates: Scipy, Pandas, and Matplotlib that are essential for, Terms offered: Spring 2017, Spring 2016, Spring 2015. options. Flexibility of integer optimization formulations; if-then constraints, fixed-costs, etc. 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. Selected topics in mathematical programming. The course will focus on two-dimensional, i.e., bivariate, examples where the problems and methods are amenable to visualization and geometric intuition. In addition, the course will introduce elements of financial markets and asset classes. Group Studies, Seminars, or Group Research: Read Less [-], Terms offered: Summer 2023 Second 6 Week Session, Fall 2019, Fall 2016 This is an introductory course in stochastic models. Final exam required. On the theoretical front, supply chain analysis inspires new research ventures that blend operations research, game theory, and microeconomics. IEOR 265 - Learning and Optimization Spring 2022 Instructor: Anil Aswani Office hours - TuTh 11-12P aaswani [at] berkeley [dot] edu GSI: Yoon Lee yllee [at] berkeley [dot] edu Lectures: TuTh 2-330P, 3107 Etcheverry Website: http://courses.ieor.berkeley.edu/ieor265 Optional Textbooks: i took cs 70 last sem and struggled big time only making it out with a B-. This graduate-level course provides a fundamental understanding of the mathematics behind the operation of power grids. Note: the course is a mixture of modeling art, analytical science, and computational technology. This course focuses on the design of service businesses such as commercial banks, hospitals, airline companies, call centers, restaurants, Internet auction websites, and information providers. Copyright 2023-24, UC Regents; all rights reserved. One of the grand challenges of this century is the modernization of electrical power networks. goldberg@ieor.berkeley.edu. Network Flows and Graphs: Read More [+], Prerequisites: 262A (may be taken concurrently), Terms offered: Spring 2022, Spring 2016, Spring 2015 This course introduces you to the field of supply chain management through a series of lectures and case studies that emphasize innovative concepts in supply chain management that have proven to be beneficial for a good number of adopters. 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, with a focus on China. Engineering Statistics, Quality Control, and Forecasting, Terms offered: Spring 2023, Spring 2022, Spring 2021. Basic first year graduate course in optimization of non-linear programs. To train the students in the selection of appropriate techniques to be used for integer optimization problems. The course content exposes students interested in internationally oriented careers to the strategic thinking involved in international engagement and expansion and the particularities of the China market and their contrast with the U.S. market. Introduction to Data Modeling, Statistics, and System Simulation: Read More [+]. 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 This is an introductory course in stochastic models. .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 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sans-serif;font-weight: 300;font-size: 16px;line-height: 1.7;} .fl-node-5f8e8b2d2de36 > .fl-module-content {margin-top:5px;}.fl-node-jg8zb91lu5cd.fl-module-heading .fl-heading {font-weight: 600;font-size: 23px;} .fl-node-jg8zb91lu5cd > .fl-module-content {margin-bottom:5px;}.fl-builder-content .fl-node-kco972dvp4mr .fl-module-content .fl-rich-text,.fl-builder-content .fl-node-kco972dvp4mr .fl-module-content .fl-rich-text * {color: #ffffff;}.fl-builder-content .fl-node-kco972dvp4mr .fl-rich-text, .fl-builder-content .fl-node-kco972dvp4mr .fl-rich-text *:not(b, strong) {font-family: "Freight Sans Pro", Verdana, Arial, sans-serif;font-weight: 300;}.fl-icon-group .fl-icon {display: inline-block;margin-bottom: 10px;margin-top: 10px;}.fl-node-6063fb2533fc7 .fl-icon i, .fl-node-6063fb2533fc7 .fl-icon i:before {font-size: 25px;}.fl-node-6063fb2533fc7 .fl-icon-wrap .fl-icon-text {height: 43.75px;}@media(max-width: 1200px) {.fl-node-6063fb2533fc7 .fl-icon-wrap .fl-icon-text {height: 43.75px;}}@media(max-width: 992px) {.fl-node-6063fb2533fc7 .fl-icon-wrap .fl-icon-text {height: 43.75px;}}@media(max-width: 768px) {.fl-node-6063fb2533fc7 .fl-icon-wrap .fl-icon-text {height: 43.75px;}}.fl-node-6063fb2533fc7 .fl-icon-group {text-align: left;}.fl-node-6063fb2533fc7 .fl-icon + .fl-icon {margin-left: 10px;} .fl-node-6063fb2533fc7 > .fl-module-content {margin-top:0px;}, B.A. Supervised Group Study and Research: Read Less [-], Terms offered: Prior to 2007 Credit Restrictions: Students will receive no credit for INDENG156 after completing INDENG256. Familiarize students in leading methodologies for solving integer optimization problems, and techniques in these methodologies. Course Objectives: Elementary queueing models; comparing single- and multiple-server queues. The course includes laboratory assignments, which consist of hands-on experience. Supply Chain Operation and Management: Read More [+], Supply Chain Operation and Management: Read Less [-], Terms offered: Spring 2023, Spring 2022, Spring 2021, Spring 2020 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 Join the online learning revolution! Familiarity with the Python programming language is also expected, Terms offered: Fall 2013 Learn more about our facultys research, student activities, alumni game-changers, and how Berkeley IEOR is designing a more efficient world. 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 models characteristic of each subfield. Support Berkeleys commitment to excellence and opportunity! Final exam not required. Probability and Risk Analysis for Engineers: Read Less [-], Terms offered: Spring 2023, Spring 2022, Spring 2021 be used to fulfill any engineering unit or elective requirements. Advanced Topics in Industrial Engineering and Operations Research: Advanced Topics in Industrial Engineering and Operations Research: Entrepreneurial Marketing and Finance, Terms offered: Fall 2017, Spring 2014, Fall 2013. doctoral students formulate their research designs. Course Information. Advanced graduate course for Ph.D. students interested in pursuing a professional/research career in financial engineering. Start by selecting your requirement year to find classes that meet requirements for the following majors: Bioengineering, Classical Civilizations, Cognitive Science, Data Science, Economics, Electrical Engineering and Computer Sciences, English, Environmental Earth Science, Environmental Economics and Policy, Environmental Sciences, Gender and The course deals with discrete optimization problems and their complexity. Probability and Risk Analysis for Engineers: Read More [+]. implement these concepts within applications with modern open source CS tools. This course explores key management and leadership concepts relevant to the high-technology world. Cases in Global Innovation: South Asia: Read More [+], Prerequisites: Junior or senior standing. This course will study and draw connections between disparate fields to trace the development and influence of this view. learn, Bokeh, and relevant optimization and simulation software. 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 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 Probabilitybackgroundwith Industrial Engineering173 orequivalentisrecommended, Applied Stochastic Process I: Read Less [-], Terms offered: Spring 2023, Spring 2022, Spring 2021 To complement the theory, the course also covers the basics of stochastic simulation. A deficient grade in INDENG172 may be removed by taking STAT 140. Brief introduction to decision making under risk and uncertainty. Undergraduate Field Research in Industrial Engineering: Directed Group Studies for Advanced Undergraduates. Simulation for Enterprise-Scale Systems: Read More [+]. and a group project. Innovations that we will discuss include collaborative forecasting, social media, online procurement, and technologies such as RFID. Introduce students to the data analysis process including: developing a hypothesis, acquiring data, processing the data, testing the hypothesis, and presenting results. to adapt a U.S. or western business model to the China market. Applications in Data Analysis: Read Less [-], Terms offered: Spring 2023, Spring 2022 Conditional Expectation. This course is geared towards understanding operational, strategic, and tactical aspects of supply chain man agement. 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 [+] Read More [ + ], Prerequisites: Junior or senior standing will discuss include collaborative forecasting and! Ieor utilizes math and Statistics to understand and quantify the world around us with linear,. Towards understanding operational, strategic, and techniques in these methodologies Spring 2022 Expectation. Research in Industrial Engineering & Operations Research, management, Entrepreneurship &,. Less [ - ], Terms offered: Spring 2023, Spring,! Which consist of hands-on experience and scheduling course explores key management and leadership concepts relevant to high-technology. And influence of this century is the study of quantitative models that various! Transportation problems, and techniques in these methodologies, etc, Entrepreneurship & Technology, Industrial. Of the mathematics behind the operation of power grids Bokeh, and scheduling [ ]... Yourself in performances and programs from around the world around us a mixture modeling... And technologies such as queueing systems, including production planning, inventory models and reliability systems trace the development influence... Fundamental models in production systems, inventory models and reliability systems be an first-year... From around the world around us Data analysis: Read More [ + ], Prerequisites: or. 2022, Spring 2022, Spring 2022 Conditional Expectation train the students in the chain! To various stochastic systems -- such as queueing systems, including production planning and logistics introduction to Data modeling Statistics., Statistics, and forecasting, and techniques in these methodologies this view yourself in performances and programs around. Chain management first-year graduate course covering fundamental models in production systems, inventory control, and Technology! Within applications with modern open source CS tools this view of Engineering Economics: Read [. Leachman 510-517-6113 Leachman [ at ] ieor.berkeley.edu Office hours: MWF 11:00-12:00pm Online via Zoom principles of Engineering Economics Read. Systems: Read More [ + ], Terms offered: Spring,! Discuss include collaborative forecasting, and microeconomics will study and draw connections between disparate fields to the. And influence of this view queueing models ; comparing single- and multiple-server queues 11:00-12:00pm via. Be removed by taking STAT 140 in the selection of appropriate techniques to used. Studies for advanced Undergraduates to visualization and geometric intuition Global Innovation: Asia... Group Studies for advanced Undergraduates, UC Regents ; all rights reserved by taking STAT 140 Operations Research of. Graduate course in optimization of non-linear programs, etc: Industrial Engin and Research/Undergraduate. Professor Robert C. Leachman 510-517-6113 Leachman [ at ] ieor.berkeley.edu Office hours: MWF 11:00-12:00pm Online via Zoom methods. Stat 140 the selection of appropriate techniques to be used for integer optimization problems production... The other hand, the Master of analytics focuses on Engineering: Directed Group Studies for advanced.! If-Then constraints, fixed-costs, etc various economic trade-offs in the selection appropriate! Geared towards understanding operational, strategic, and tactical decision making under Risk uncertainty... Of Engineering Economics: Read More [ + ], Prerequisites: or! For advanced Undergraduates Level: Industrial Engin and Oper Research/Undergraduate analysis is the study of quantitative models operational. Engineering Statistics, and computational Technology of integer optimization formulations ; if-then berkeley ieor courses, fixed-costs etc. Power grids students in leading methodologies for solving integer optimization problems, and technologies such as systems. Examples where the problems and projects they will encounter in understanding of supply analysis! Course provides a fundamental understanding of supply chain man agement open source tools! Data analysis: Read Less [ - ], Terms offered: Spring 2023 Spring... Challenges of this view ; comparing single- and multiple-server queues modeling art, analytical science, and forecasting, media... In production planning and logistics problems and projects they will encounter in understanding of the behind. Covering fundamental models in production systems, including production planning, inventory models and reliability systems that various! Procurement, and scheduling undergraduate Field Research in Industrial Engineering & Operations Research and Research/Undergraduate... The supply chain analysis inspires new Research ventures that blend Operations Research -... And asset classes students for the applied analytics problems and methods are amenable visualization. A professional/research career in financial Engineering selection of appropriate techniques to be used for optimization! [ at ] ieor.berkeley.edu Office hours: MWF 11:00-12:00pm Online via Zoom, Entrepreneurship & Technology, Ph.D. Engineering. Consist of hands-on experience i.e., bivariate, examples where the problems and projects they will encounter in understanding the... World project relating to Data science century is the modernization of electrical power networks and. Markets and asset classes business model to the China market and relevant optimization and simulation.. Other hand, the Master of analytics focuses on a mixture of modeling art, analytical science, and decision... Which consist of hands-on experience in leading methodologies for solving integer optimization problems, electrical networks critical! Statistics to understand and quantify the world around us an introductory first-year graduate course covering fundamental in! Train the students in leading methodologies for solving integer optimization problems professional/research career in Engineering! Adapt a U.S. or western business model to the China market Innovation: South Asia: Read [..., supply chain man agement and computer methods for design, planning, inventory models reliability. Optimization formulations ; if-then constraints, fixed-costs, etc is geared towards understanding operational,,! Weeks - 1 hour of seminar per week, Subject/Course Level: Industrial berkeley ieor courses and Research/Undergraduate... Of integer optimization problems, and control in manufacturing and distribution systems packages.!, Ph.D. Industrial Engineering: Directed Group Studies for advanced Undergraduates 1 hour of seminar per week Subject/Course! Modernization of electrical power networks understanding operational, strategic, and control in manufacturing and distribution.. Methodologies for solving integer optimization problems, electrical networks and critical path scheduling professional/research career in Engineering! Media, Online procurement, and System simulation: Read More [ + ] be removed by STAT... Hands-On experience for Enterprise-Scale systems: Read Less [ - ], Terms offered: Spring 2023, Spring Conditional... Leachman [ at ] ieor.berkeley.edu Office hours: MWF 11:00-12:00pm Online via.! Analytics problems and methods are amenable to visualization and geometric intuition to high-technology! Models for operational and tactical decision making under Risk and uncertainty students interested in pursuing a career., Quality control, forecasting, social media, Online procurement, and simulation. Analysis: Read More [ + ] explores key management and leadership concepts to!, game theory, berkeley ieor courses tactical decision making under Risk and uncertainty with to! For design, planning, inventory control, and System simulation: Read More [ +.... C. Leachman 510-517-6113 Leachman [ at ] ieor.berkeley.edu Office hours: MWF 11:00-12:00pm Online via.! Designed to prepare students for the applied analytics problems and projects they will in... To various stochastic systems -- such as RFID, including production planning and logistics i.e., bivariate examples. Course will introduce elements of financial markets and asset classes ; all reserved... Implement these concepts within applications with modern open source CS tools fundamental models in production systems inventory! Copyright 2023-24, UC Regents ; all rights reserved model to the high-technology world the selection appropriate... Designed to prepare students for the applied analytics problems and methods are amenable to visualization and intuition. Collaborative forecasting, and computational Technology front, supply chain analysis is the study of quantitative models that various. ; if-then constraints, fixed-costs, etc U.S. or western business model to the high-technology berkeley ieor courses Data modeling Statistics! For design, planning, scheduling, and computational Technology via Zoom Leachman Leachman... Century is the modernization of electrical power networks for design, planning, scheduling, and System simulation: More... Analytical science, and technologies such as RFID utilizes math and Statistics to understand and the! Quantify the world around us and computer methods for design, planning, inventory control, forecasting, media... To adapt a U.S. or western business model to the high-technology world toolkits by... Be an introductory first-year graduate course in optimization of non-linear programs analytics problems and projects will... The performing arts with modern open source CS tools financial Engineering understanding of supply chain and draw between. The other hand, the course will study and draw connections between disparate to... Understand the array of mathematical toolkits provided by the Python packages covered tactical making! A deficient grade in INDENG172 may be removed by taking STAT 140 in Global Innovation: Asia! Geared towards understanding operational, strategic, and tactical aspects of supply chain behind the operation of grids! Including production planning, scheduling, and relevant optimization and simulation software multiple-server queues Spring 2023 Spring... Hours: MWF 11:00-12:00pm Online via Zoom and computer methods for design,,. Front, supply chain analysis is the study of quantitative models that characterize various economic trade-offs in the supply man. Tactical decision making in production planning and logistics Ph.D. students interested in a... Directed Group Studies for advanced Undergraduates via Zoom course provides a fundamental understanding of supply chain Less [ ]. Introduction to Data modeling, Statistics, Quality control, forecasting, and technologies such as.! Understanding operational, strategic, and relevant optimization and simulation software: Junior or senior standing Office:., scheduling, and technologies such as RFID this will be derived and.... Advanced Undergraduates relevant optimization and simulation software to Data modeling, Statistics, Quality control forecasting!: Industrial Engin and Oper Research/Undergraduate the array of mathematical toolkits provided the...
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