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ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 529: | Predictive Analytics | Supervised learning. Linear regression, cross validation, ridge and lasso regression, logistic regression, k-nearest-neighbors, decision trees, random forest and gradient-boosting models, support vector machines, neural networks. | (4.0 units) | Not available | Not available | 31546D | 12:00-1:50pm | Mon, Wed | Lecture | Maryam Pishgar |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 530: | Optimization Methods for Analytics | Fundamentals of Linear Programming, Integer Programming, quadratic and nonlinear programming for analytics and data science problems. | (4.0 units) | Not available | Not available | 31531D | 4:00-5:50pm | Tue, Thu | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 533: | Integrative Analytics | Predictive, prescriptive and validated analytics framework. Learning-enabled optimization via applications of stochastic programming to public data sets. Exact and approximate dynamic programming; support vector machines. | (4.0 units) | Prerequisite: ISE 529 and ISE 530 | Restriction: Registration open to the following class level(s): Doctoral Student, Master Student | 31533D | 6:00-9:40pm | Thursday | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 534: | Data Analytics Consulting | Consulting project concepts, frameworks, analytical tools and managerial skills with a focus on the use of data analytics, design thinking and insight-driven frameworks. | (4.0 units) | Prerequisite: ISE 529 | Not available | 31549D | 6:00-7:50pm | Mon, Wed | Lecture | Maryam Pishgar |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 535: | Data Mining | Data preprocessing, data cleaning, data summarization, dimension reduction, data visualization, anomaly detection, classification and clustering. Modeling dependencies using association rules. | (4.0 units) | Not available | Not available | 31598D | 2:00-3:50pm | Mon, Wed | Lecture | Cesar Acosta-Mejia |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 536: | Linear Programming and Extensions | Linear programming models for resource allocation; simplex and revised simplex methods; duality; sensitivity; transportation problems; selected extensions to large scale, multiobjective and special structured models. | (4.0 units) | Not available | Not available | 31536D | 2:00-5:20pm | Wednesday | Lecture | Monir Sabbaghtorkan |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 537: | Financial Analytics | Modern portfolio theory and optimal decision-making problems in finance. Market microstructure and high-frequency trading. Machine learning models for quantitative finance. | (4.0 units) | Not available | Not available | 31750D | 2:00-3:50pm | Mon, Wed | Lecture | George Papavassilopoulos |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 540: | Text Analytics | Methods and algorithms for automated text analysis; machine learning; predictive web data analytics; information retrieval; social media data; natural language documents and graphs. | (4.0 units) | Not available | Not available | 31720D | 10:00-11:50am | Mon, Wed | Lecture | Maryam Pishgar |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 543: | Enterprise Business Intelligence and Systems Analytics | Overview of data management and analytical techniques used in corporate environments and their practical implementation using state-of-the-art Business Intelligence software. | (4.0 units) | Not available | Not available | 31557D | 2:00-3:50pm | Tue, Thu | Lecture | Bruce Wilcox |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 544: | Leading and Managing Engineering Teams | Design and management of engineering teams. Group decision-making, motivation, leadership, infrastructure requirements, performance measurement, team diversity, conflict and integration. | (4.0 units) | Not available | Not available | 31504D | 6:00-9:40pm | Monday | Lecture | Ali Nowroozi |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 558: | Data Management for Analytics | Introduction to technologies and disciplines used to collect, integrate, clean and otherwise prepare data into a well-structured, controlled, documented and understood analytic-ready dataset. | (4.0 units) | Not available | Not available | 31758D | 4:00-5:50pm | Tue, Thu | Lecture | Carl Kesselman |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 560: | Analysis of Algorithms | Explores fundamental techniques such as recursion, Fourier transform ordering, dynamic programming for efficient algorithm construction. Examples include arithmetic, algebraic, graph, pattern matching, sorting, searching algorithms. | (4.0 units) | Not available | Not available | 30395D | 5:00-7:20pm | Wednesday | Lecture | Shahriar Shamsian |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 561: | Economic Analysis of Engineering Projects | Economic evaluations of engineering systems for both government and private industry; quantitative techniques for evaluating non-monetary consequences; formal treatment of risk and uncertainty. | (4.0 units) | Prerequisite: ISE 500 | Not available | 31561D | 12:00-1:50pm | Tue, Thu | Lecture | Shalini Gupta |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 562: | Decision Analysis | Decisions under uncertainty; utility theory; multiattribute utility; probability elicitation; conjugate distributions; decision analysis applications, framing, modeling using spreadsheets or software; cognitive biases, behavioral decision theory. | (4.0 units) | Not available | Not available | 31548D | 2:00-5:50pm | Wednesday | Lecture | Jeffrey Smith |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 563: | Financial Engineering | Concepts underlying the economic analysis of engineering projects; applications to call and put options; utility theory and mathematical optimizations models; simulation. | (4.0 units) | Not available | Not available | 31563D | 6:00-9:40pm | Monday | Lecture | Gordon Delianedis |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 568: | Machine Learning | Statistical methods for building intelligent and adaptive systems that improve performance from experiences; Focus on theoretical understanding of these methods and their computational implications. Recommended preparation: Undergraduate level training or coursework in linear algebra, multivariate calculus, basic probability and statistics; an undergraduate level course in Artificial Intelligence may be helpful but is not required. | (4.0 units) | Not available | Not available | 30079D | 1:00-3:20pm | Friday | Lecture | Vatsal Sharan |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 576: | Industrial Ecology | Concepts and methods to analyze the environmental impacts of industrial systems, including lifecycle assessment, material flow analysis, design for environment and sustainable consumption. | (4.0 units) | Not available | Not available | 31576D | 2:00-5:40pm | Monday | Lecture | Robert Vos |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 580: | Performance Analysis with Simulation | Introduction to modeling and analysis of stochastic systems, with an emphasis on discrete-event simulation of non-Markovian systems. | (4.0 units) | Not available | Not available | 31532D | 4:00-5:50pm | Tue, Thu | Lecture | Hamid Chabok |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 583: | Enterprise Wide Information Systems | The role enterprise resource planning systems (ERPs) play in organization; integrating and coordinating the many business processes such as demand planning, procurement, production and sales. | (4.0 units) | Not available | Not available | 31503D | 10:00-11:50am | Tue, Thu | Lecture | Richard Vawter |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 585: | Strategic Management of Technology and Innovation | Examine principles, strategies, practices and case studies where new technology and innovation are transforming the traditional business paradigms to identify best practices in real-world implementation. | (4.0 units) | Not available | Not available | 31585D | 1:00-4:50pm | Friday | Lecture | Paul Lu |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 590: | Directed Research | Research leading to the master's degree; maximum units which may be applied to the degree to be determined by the department. Graded CR/NC. | (1.0-12.0 units) | Not available | Not available | 31577D | TBA | TBA | Lecture | Paul Lu |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 594b: | Master's Thesis | Credit on acceptance of Thesis. | (2.0 units) | Prerequisite: ISE 594A | Restriction: Registration open to the following class level(s): Master Student | 31592D | TBA | TBA | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 599: | Special Topics | Course content will be selected each semester to reflect current trends and developments in the field of industrial and systems engineering. | (2.0-4.0 units, max 9) | Not available | Not available | 31519D | 12:00-1:50pm | Tue, Thu | Lecture | Ragheb Raad |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 630: | Foundations of Optimization | Convex sets, convex functions, structures of optimization problems, Lagrangian and conjugate duality. First and second order optimality conditions; applications in engineering and statistics. | (4.0 units) | Not available | Not available | 31631D | 12:00-1:50pm | Mon, Wed | Lecture | Jong-Shi Pang |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 632: | Network Flows and Combinatorial Optimization | Combinatorial optimization, particularly graph problems. Shortest paths, max flow, minimum cost flows, Spanning trees, matroids, submodular functions. Bipartite and general matchings, Polyhedral combinatorics, total unimodularity. | (4.0 units) | Prerequisite: ISE 536 | Not available | 31534D | 2:00-3:50pm | Mon, Wed | Lecture | John Carlsson |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 633: | Large Scale Optimization and Machine Learning | Large-scale optimization algorithms that arise in machine learning: stochastic optimization, accelerated methods, parallelization, nonsmooth optimization, online optimization, variance reduction, min-max games. | (4.0 units) | Not available | Not available | 31524D | 4:00-5:50pm | Tue, Thu | Lecture | Meisam Razaviyayn |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 635: | Mixed-integer Optimization | Applications of integer programming, the branch-and-bound method, polyhedral theory, cutting planes and convexification methods, nonlinear discrete optimization. | (4.0 units) | Prerequisite: ISE 631 | Restriction: Registration open to the following class level(s): Doctoral Student | 31748D | 12:00-1:50pm | Mon, Wed | Lecture | Andres Gomez Escobar |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 651: | Seminar in Industrial & Systems Engineering | Current research, guest speakers in the field; review papers; guidance in preparing research proposals and special projects. Duplicates credit in the former ISE-650abc. Open only to Fifth Year Seniors and Master’s Students. | (1.0 units, max 4) | Not available | Restriction: Registration open to the following class level(s): Senior (fifth year), Master Student, Doctoral Student | 31694D | 3:30-4:50pm | Tuesday | Lecture | Yigal Arens |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 662: | Advanced Decision Theory | Rational decision making; value and utility functions; distribution theory; invariance relations; copulas; value of information and control; multiattribute utility; decision and game theory; behavioral research. | (4.0 units) | Not available | Restriction: Registration open to the following class level(s): Doctoral Student | 31741D | 2:00-5:50pm | Wednesday | Lecture | Ali Abbas |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 670: | Advanced Analysis of Algorithms | Fundamental techniques for design and analysis of algorithms. Dynamic programming; network flows; theory of NP-completeness; linear programming; approximation, randomized, and online algorithms; basic cryptography. Prerequisite: CSCI 570. Recommended preparation: familiarity with algorithms and discrete mathematics. Open only to doctoral students. | (4.0 units) | Prerequisite: CSCI 570 | Restriction: Registration open to the following class level(s): Doctoral Student | 30313D | 10:00-11:50am | Mon, Wed | Lecture | Ming-Deh Huang |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 790: | Research | Research leading to the doctorate. Maximum units which may be applied to the degree to be determined by the department. Graded CR/NC. | (1.0-12.0 units) | Not available | Not available | 31518D | TBA | TBA | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 794a: | Doctoral Dissertation | Credit on acceptance of Dissertation. | (2.0 units) | Not available | Restriction: Registration open to the following class level(s): Doctoral Student | 31791D | TBA | TBA | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 794b: | Doctoral Dissertation | Credit on acceptance of Dissertation. | (2.0 units) | Prerequisite: ISE 794A | Restriction: Registration open to the following class level(s): Doctoral Student | 31792D | TBA | TBA | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 794c: | Doctoral Dissertation | Credit on acceptance of Dissertation. | (2.0 units) | Prerequisite: ISE 794B | Restriction: Registration open to the following class level(s): Doctoral Student | 31793D | TBA | TBA | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 794d: | Doctoral Dissertation | Credit on acceptance of Dissertation. | (2.0 units) | Prerequisite: ISE 794C | Restriction: Registration open to the following class level(s): Doctoral Student | 31794D | TBA | TBA | Lecture | null |
ISE | https://classes.usc.edu/term-20241/classes/ISE/ | ISE 794z: | Doctoral Dissertation | Credit on acceptance of Dissertation. | (0.0 units) | Prerequisite: ISE 794D | Restriction: Registration open to the following class level(s): Doctoral Student | 31795D | TBA | TBA | Lecture | null |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 101: | Introduction to Business Information Technologies | Business technologies. Operating systems. Networks. Application software. | (2.0 units) | Not available | Not available | 31805R | 4:00-5:50pm | Tuesday | Lecture-Lab | Gregg Ibbotson |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 104: | Introduction to Web Development | Web publishing using HTML, CSS and other Web technologies. Concepts and theory of Web site creation, page layout and production. Introduction to advanced topics. | (2.0 units) | Not available | Not available | 31806R | 5:00-7:50pm | Thursday | Lecture-Lab | Kimberly Rubal |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 115: | Programming in Python | Introduction to Python; intended for students without prior programming experience. | (2.0 units) | Not available | Not available | 31802R | 10:00-10:50am | Mon, Wed | Lecture-Lab | Kristof Aldenderfer |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 116: | Accelerated Programming in Python | Accelerated introduction to Python; intended for students with prior programming experience. | (2.0 units) | Not available | Not available | 31812R | 12:00-12:50pm | Mon, Wed | Lecture-Lab | Sinan Seymen |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 125L: | From Hackers to CEOs: Introduction to Information Security | Introductory course in computer security. Fundamentals of information security management. Threats to information integrity. Ethical hacking concerns and practice. Policies and Procedures. | (2.0 units) | Not available | Not available | 31815R | 6:00-7:50pm | Monday | Lecture-Lab | Grant Derderian |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 165: | Introduction to C++ Programming | Introduction to programming using C++, including variables, operators, conditionals, loops, arrays, vectors, strings, functions, files, structs, pointers, dynamic allocation and an introduction to classes. | (2.0 units) | Not available | Not available | 32054R | 12:00-12:50pm | Mon, Wed | Lecture-Lab | Matthew Whiting |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 168: | Introduction to MATLAB | Fundamentals of MATLAB: a high-performance numeric computation and visualization environment. Overview of linear algebra and matrix manipulation; using 2-D and 3-D plotting routines; programming in MATLAB; basic numerical analysis. | (2.0 units) | Not available | Not available | 31868R | 11:00-11:50am | Tue, Thu | Lecture-Lab | Reza Jafarkhani |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 181: | Video Game QA Management | Survey of game software development through quality assurance and in-depth analysis of the development cycle with a focus on bug testing systems, methodologies and QA Management. | (2.0 units) | Not available | Not available | 31828R | 1:00-2:50pm | Wednesday | Lecture | Kyle Ackerman |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 190: | Introduction to Adobe Photoshop | Digital tools for image creation, editing, composition, layout, web page development, professional page layout, and printing with color accuracy. | (2.0 units) | Not available | Not available | 31800R | 5:00-6:20pm | Monday | Lecture | Chander Burgos |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 215L: | Introduction to 3D Modeling, Animation, and Visual Effects | An applied introduction to the techniques used for modeling, animating, texturing, lighting, rendering, and creating 3D content for games, cinematics, visual effects, animation, and visualizations. | (2.0 units) | Not available | Not available | 31845R | 10:00-11:50am | Mon, Wed | Lecture-Lab | null |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 216: | Applied Python | Development of practical Python programming skills through project-based applications; "Pythonic" ways of solving problems in modern computational domains. | (2.0 units) | Prerequisite: 1 from (ITP 115 or ITP 116) | Not available | 31883R | 6:00-7:50pm | Thursday | Lecture-Lab | Gregory Pohlner |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 249: | Introduction to Data Analytics | Introduction to data analytics. Basics of databases, applied statistics, data visualization. Leverage data to make critical business decisions. | (4.0 units) | Not available | Not available | 31810R | 5:30-7:20pm | Tue, Thu | Lecture | Patrick Alexander |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 256: | Blockchain | Explore blockchain technology, a secure and immutable way to record transactions. Learn the workings of cryptocurrencies and explore their impact on financial services, business and contracting. | (4.0 units) | Not available | Not available | 31824R | 5:00-6:50pm | Mon, Wed | Lecture | Chaz Hales |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 259: | Basics of Artificial Intelligence | Concepts and techniques in artificial intelligence; approaches in artificial narrow intelligence; applications of AI that are already changing society; ethical and social questions in AI. | (4.0 units) | Prerequisite: 1 from (ITP 115 or ITP 116) | Not available | 31871R | 12:00-1:50pm | Mon, Wed | Lecture | Reza Jafarkhani |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 265: | Object-Oriented Programming | Continuation of the fundamentals of programming; problem solving skills within the object-oriented programming paradigm. | (4.0 units) | Prerequisite: 1 from (ITP 115 or ITP 116 or ITP 165) | Not available | 31842R | 10:00-11:50am | Tue, Thu | Lecture | Kendra Walther |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 301: | Front-End Web Development | Concepts and technologies used to create front-end for web applications. Introduction to programming and client-side web development. User-driven website manipulation and animation. | (4.0 units) | Prerequisite: 1 from (ITP 104 or IML 300) | Not available | 32035R | 4:00-5:50pm | Tue, Thu | Lecture | Zune Nguyen |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 303: | Full-Stack Web Development | Modern web development techniques and technologies used to create web applications from ground up. Topics include front-end, back-end, and web servers. | (4.0 units) | Prerequisite: 1 from (ITP 265 or CSCI 103) | Not available | 31804R | 4:00-7:20pm | Tuesday | Lecture-Lab | Hannah Nguyen |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 304: | Back-End Web Development | Concepts and technologies used to create database-driven websites. Database design and implementation. Server-side development to connect web applications to databases. | (4.0 units) | Prerequisite: ITP 301 | Not available | 31837R | 2:00-3:50pm | Tue, Thu | Lecture | Zune Nguyen |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 308: | Computer-Aided Design for Bio-Mechanical Systems | Concepts of computer-aided design in 2-dimensions and 3-dimensions. Creating advanced parts using extrusions, surfaces, and equation driven sketches. Forming assemblies, and sub-assemblies, for motion analysis | (3.0 units) | Not available | Not available | 31843R | 9:30-10:50am | Mon, Wed | Lecture-Lab | Raymond Kim |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 310: | Design for User Experience | Fundamental concepts, techniques, practices, workflows, and tools associated with the practice of user experience and interaction design in web and mobile applications. | (4.0 units) | Not available | Not available | 32020R | 5:00-8:50pm | Wednesday | Lecture | Mikaila Weaver |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 320: | Enterprise Information Systems | The role Information Systems play in an organization. Integration of Business Processes by using Enterprise Resource Planning Systems (ERP). | (4.0 units) | Not available | Not available | 31833R | 12:00-1:50pm | Mon, Wed | Lecture | Bhargav Oza |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 325: | Ethical Hacking | Ethical Hacking. Penetration Testing. Vulnerability Assessment. Red Teams. Hacker environments, infrastructure, and frameworks. Lateral movement and data exfiltration techniques. Evasion and Anti-Forensics. | (4.0 units) | Prerequisite: ITP 125 | Not available | 31844R | 4:00-7:20pm | Tuesday | Lecture | Stefan Mcgregor |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 341: | Android App Development | App development for the Android open-source platform utilizing core mobile device functionalities, third-party API integration, and backend services. | (4.0 units) | Prerequisite: 1 from (ITP 265 or CSCI 103) | Not available | 31950R | 9:00-10:50am | Tue, Thu | Lecture | Raymond Kim |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 342: | iOS App Development | Introduction to the Swift programming language, various frameworks, and design patterns needed to develop applications for iOS mobile devices such as iPhones and iPads. | (4.0 units) | Prerequisite: 1 from (ITP 265 or CSCI 103) | Not available | 32022R | 6:00-7:50pm | Mon, Wed | Lecture | Bennett Lee |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 348: | Making Smart Devices: Introduction to Electronics/Wearables | Design of electronic devices that interact with the physical world; electronic interfaces; development of software algorithms; micro-controller implementation. | (4.0 units) | Prerequisite: 1 from (ITP 115 or ITP 116 or ITP 165 or ITP 168 or BME 210) | Restriction: Registration closed to the following major(s): Electrical Engineering, Electrical and Computer Engineering | 31878R | 12:00-1:50pm | Mon, Wed | Lecture-Lab | Rob Parke |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 351: | 3D Character Modeling for Games | Character design principles, visual communication and planning for games; polygonal construction, use of image guides and edge flows for realistic deformation. | (4.0 units) | Prerequisite: 1 from (ITP 215 or CTAN 452) | Not available | 31951R | 6:00-7:50pm | Tue, Thu | Lecture-Lab | Mayan Escalante |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 356: | Blockchain: Decentralized Applications | Blockchain technology; transactions without the need for a trusted third-party; and decentralized applications on public blockchains. | (4.0 units) | Prerequisite: ITP 256 | Not available | 31879R | 2:00-3:50pm | Tue, Thu | Lecture | Boyuan Xu |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 359: | Applied Neural Networks | Design, build, and train applied neural networks to solve real-world problems; implement neural networks for machine vision, image recognition, and object detection and tracking. | (4.0 units) | Prerequisite: ITP 259 | Not available | 31901R | 6:00-7:50pm | Tue, Thu | Lecture | Martin Prescher |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 361: | Character Rigging for Games | Fundamentals of character rigging for video game production and development; optimization of character design, skeleton and mass properties for effective rigging; virtual rigs. | (4.0 units) | Prerequisite: 1 from (ITP 215 or CTAN 452) | Not available | 32032R | 10:00-11:50am | Mon, Wed | Lecture-Lab | Scott Easley |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 365: | Managing Data in C++ | Data structures in C++ including vectors, linked lists, stacks, queues, trees, hash tables, graphs, and parallelism. | (4.0 units) | Prerequisite: ITP 265 | Not available | 31899R | 5:00-6:50pm | Mon, Wed | Lecture | Gregory Pohlner |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 366: | Blockchain: Advances and Use Cases | Latest advances in blockchain and distributed ledger technologies. Critical analysis of new projects, proposals and protocols. The promise and technical feasibility of use cases. | (4.0 units) | Prerequisite: ITP 256 | Not available | 31952R | 4:00-5:50pm | Tue, Thu | Lecture | Eric Chung |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 368: | Cross-Platform App Development | Programming applications with dynamic graphical user interfaces. Topics include events, controls, resources, data bindings, styles and user experience. | (4.0 units) | Prerequisite: 1 from (ITP 265 or CSCI 103) | Not available | 31851R | 6:00-9:40pm | Tuesday | Lecture | Allen Almasi |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 370: | Cybersecurity Management and Operations | Cybersecurity project design. Incident response. Teambuilding, management and communications for cybersecurity. Scalable approaches for implementation of Information Security Management Systems. | (4.0 units) | Prerequisite: ITP 125 | Not available | 31831R | 12:00-1:50pm | Tue, Thu | Lecture | Gregg Ibbotson |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 375: | Digital Forensics and Cybersecurity Investigations | Forensic science techniques. Digital evidence preservation. Processes and methodologies for digital examinations. Cyber crime investigations. Windows file system analysis. Real case scenario analysis and reporting | (4.0 units) | Prerequisite: ITP 125 | Not available | 32094R | 12:00-1:50pm | Mon, Wed | Lecture | Pierson Clair |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 380: | Video Game Programming | Underlying concepts and principles required for programming video games (topics include vectors, transformations, 3-D math, geometric primitives, matrices). Prerequisite: CSCI-104 or ITP-365. | (4.0 units) | Prerequisite: 1 from (CSCI 104 or ITP 365) | Not available | 31902R | 7:00-8:50pm | Tue, Thu | Lecture-Lab | Clark Kromenaker |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 383: | Database Systems: Concepts, Design and Implementation | Data models for industry applications. Modeling and designing robust databases. Implementing and querying databases with SQL. Innovations in database applications. | (4.0 units) | Not available | Not available | 31608D | 10:00-11:50am | Mon, Wed | Lecture | Reza Jafarkhani |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 388: | Developing Connected Devices | Design and development of production-ready connected devices; PCB design; micro-controller logic; interfacing with the connected world. | (4.0 units) | Prerequisite: ITP 348 | Restriction: Registration closed to the following major(s): Electrical Engineering, Electrical and Computer Engineering | 31954R | 12:00-1:50pm | Mon, Wed | Lecture | Kristof Aldenderfer |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 393: | Video Game Project Management | Production and project management of video games from concept to release and beyond. | (4.0 units) | Prerequisite: ITP 180 | Not available | 32061R | 3:00-6:20pm | Wednesday | Lecture | Kyle Ackerman |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 405: | Advanced Back-End Web Development | Topics include Model-View-Controller (MVC) pattern, RESTful APIs, Object Relational Mapping (ORM), testing, and Node.js, an asynchronous server-side alternative using JavaScript. | (4.0 units) | Prerequisite: 1 from (ITP 303 or ITP 304 or ACAD 276) | Not available | 32074R | 5:00-8:20pm | Tuesday | Lecture-Lab | David Tang |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 422: | Configuring Enterprise Resource Planning Systems | Business process integration is the core advantage of using ERP systems. Analyze, configure, and test business processes for a company from the ground up. | (4.0 units) | Prerequisite: ITP 320 | Not available | 31955R | 2:00-3:50pm | Mon, Wed | Lecture | Bhargav Oza |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 435: | Professional C++ | Applications of advanced concepts in C++ including lambda expressions, templates, secure coding, parallel programming, writing performant code, CMake and continuous integration. | (4.0 units) | Prerequisite: 1 from (CSCI 104 or ITP 365) | Not available | 31826R | 2:00-3:50pm | Mon, Wed | Lecture | Sanjay Madhav |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 449: | Applications of Machine Learning | Hands-on approach to the fundamental modeling techniques and machine learning algorithms that enable students to build robust predictive models of real-world data and test their validity. | (4.0 units) | Prerequisite: 1 from (ITP 115 or ITP 116) and ITP 249 | Not available | 32027R | 6:00-7:50pm | Tue, Thu | Lecture | Reza Jafarkhani |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 456: | Blockchain: Capstone | Use decentralized blockchain technology to propose a use case of trustless peer-to-peer transactions. | (4.0 units) | Prerequisite: (ITP 366 and ITP 356) | Not available | 32083R | 4:00-5:50pm | Tue, Thu | Lecture-Lab | Boyuan Xu |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 457: | Network Security | Network policy and mechanism, firewalls, malicious code; intrusion detection, prevention, response; cryptographic protocols for privacy; risks of misuse, cost of prevention, and societal issues. | (4.0 units) | Prerequisite: ITP 357 | Not available | 31858R | 4:00-5:50pm | Mon, Wed | Lecture-Lab | Grant Derderian |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 459: | Applied Machine Learning for Natural Language Processing | Applied topics in machine learning, including transfer learning, reinforcement learning, generative adversarial networks and natural language processing using neural networks. | (4.0 units) | Prerequisite: ITP 359 | Not available | 32092R | 5:00-6:50pm | Tue, Thu | Lecture | null |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 466: | Building the High Tech Startup | Teach students the basic technologies and processes involved in the building web and mobile startups. Students will be introduced to the different aspects of building a web startup including Online Business models, Product management, Agile development processes, Technology platforms and Operations, customer development and online marketing. | (4.0 units) | Not available | Not available | 31973R | 6:00-7:50pm | Mon, Wed | Lecture | Brian Dolan |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 470: | Information Technology Practicum | Independent technology project related to specific topics under the direction of a faculty member. | (1.0-4.0 units) | Not available | Not available | 31875D | TBA | TBA | Lecture-Lab | Erik Johnson |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 471: | Consultancy Skills for Cyber Security Risk Management | Development of consultancy skills; cyber risk assessments; policy evaluations; project team development tailored to business objectives and relevant ISO/NIST standards. | (4.0 units) | Prerequisite: ITP 125 | Not available | 32042R | 2:00-3:50pm | Tue, Thu | Lecture | Gregg Ibbotson |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 475: | Advanced Digital Forensics and Incident Response | Advanced Digital Forensics. Cyber Breach Investigations. Incident Response. System Triage. Advanced Windows file system analysis. Trial preparation and testimony. | (4.0 units) | Prerequisite: ITP 375 | Not available | 31945R | 9:00-10:50am | Mon, Wed | Lecture-Lab | Joseph Greenfield |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 476: | Technologies for Interactive Marketing | Technologies, concepts and strategies in the emerging online advertising ecosystem. Strategies and tactics to drive traffic to a website and measure efficacy. Students will work with a real client and budget to craft and execute an online marketing plan. | (4.0 units) | Not available | Not available | 32025R | 2:00-3:50pm | Mon, Wed | Lecture-Lab | P.J. Leimgruber |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 479: | Cyber Law and Privacy | Cyber legal issues, search and seizure, 4th amendment and digital evidence, warrants, private searches, wiretaps, tracking devices, workplace privacy. | (4.0 units) | Not available | Not available | 32084R | 5:30-8:50pm | Thursday | Lecture-Lab | Benny Forer |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 480: | Information Technology Internship | Practical experience in applying information technology skills in real-world settings. Supervised internship at companies and start-ups. Balancing academic rigor with corporate challenges and deadlines. | (1.0-4.0 units, max 8) | Not available | Restriction: Registration closed to the following class level(s): Doctoral Student, Master Student | 32038D | TBA | TBA | Lecture-Lab | Erik Johnson |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 481: | Game Programming Professional Development | Application of mathematics, physics, geometry and programming algorithms in the context of video game programming practice. | (2.0 units) | Prerequisite: ITP 380 | Not available | 31817R | 12:00-1:50pm | Tuesday | Lecture | Matthew Whiting |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 485: | Programming Game Engines | Techniques for building the core components of a game engine; 2-D/3-D graphics, collision detection, artificial intelligence algorithms, shading, programming input devices. Prerequisite: ITP-380. | (4.0 units) | Prerequisite: ITP 380 | Not available | 32062R | 10:00-11:50am | Mon, Wed | Lecture-Lab | Matthew Whiting |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 487: | Enterprise Data Analytics | Methodology to store, organize, cleanse, harmonize and stage enterprise data for analytics. Report, visualize, slice and dice, forecast and predict trends. | (4.0 units) | Prerequisite: 1 from (ITP 249 or ITP 320 or DSCI 351) | Not available | 32058R | 12:00-1:50pm | Mon, Wed | Lecture | Mike Lee |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 489: | In-Memory Data Modeling and Analytics | Examines the design, architecture, and capabilities of in-memory databases and their application to real-time analytics. | (4.0 units) | Prerequisite: 1 from (ITP 249 or ITP 320 or DSCI 351) | Not available | 32073R | 12:00-1:50pm | Tue, Thu | Lecture | Richard Vawter |
ITP | https://classes.usc.edu/term-20241/classes/ITP/ | ITP 499: | Special Topics | Recent developments in computers and data processing. | (1.0-8.0 units, max 8) | Not available | Not available | 32079D | 6:00-9:50pm | Tuesday | Lecture-Lab | Sean Straw |
PTE | https://classes.usc.edu/term-20241/classes/PTE/ | PTE 412x: | Petroleum Reservoir Engineering | Properties of reservoir fluids, volumetric and material balances for gas and oil reservoirs; reservoir modeling concepts. Lecture, 3 hours. Not available for credit to Petroleum Engineering majors. | (3.0 units) | Prerequisite: PTE 411 | Restriction: Registration closed to the following major(s): Petroleum Engineering | 32200D | 10:00-12:40pm | Friday | Lecture | Behnam Jafarpour |
PTE | https://classes.usc.edu/term-20241/classes/PTE/ | PTE 464L: | Modeling and Simulation of Subsurface Flow Systems | Properties of reservoir fluids, volumetric and material balances for gas and oil reservoirs; reservoir modeling concepts. | (4.0 units) | Prerequisite: PTE 463 | Not available | 32204D | 10:00-12:40pm | Friday | Lecture | Behnam Jafarpour |
PTE | https://classes.usc.edu/term-20241/classes/PTE/ | PTE 490x: | Directed Research | Individual research and readings. Not available for graduate credit. | (1.0-8.0 units, max 12) | Not available | Restriction: Registration open to the following class level(s): Junior, Senior | 32211D | TBA | TBA | Lecture | Iraj Ershaghi |
PTE | https://classes.usc.edu/term-20241/classes/PTE/ | PTE 508: | Numerical Simulation of Subsurface Flow and Transport Processes | Formulation and numerical solution of the equations describing the underground flow of fluids through porous media. Includes mass (contaminant) transport in single and multiphase flow. | (3.0 units) | Not available | Not available | 32222D | 2:00-4:40pm | Tuesday | Lecture | Jincai Chang |
PTE | https://classes.usc.edu/term-20241/classes/PTE/ | PTE 517: | Testing of Wells and Aquifers | Principles of well testing; down hole device; aquifer tests; slug tests; DST; pressure transient modeling in homogeneous and heterogeneous systems; parameter estimation; computer aided techniques. | (3.0 units) | Prerequisite: PTE 464 | Not available | 32224D | 2:00-4:40pm | Thursday | Lecture | Iraj Ershaghi |
PTE | https://classes.usc.edu/term-20241/classes/PTE/ | PTE 520: | Mathematical Methods for Deep Learning | Understanding deep learning: for students in engineering, physical and life sciences and computer science with mathematical background. | (4.0 units) | Not available | Not available | 32113R | 4:00-5:50pm | Mon, Wed | Lecture | Zhenglu Li |
PTE | https://classes.usc.edu/term-20241/classes/PTE/ | PTE 531: | Enhanced Oil and Gas Recovery | Enhanced recovery from conventional and unconventional hydrocarbon resources including: Water, surfactant and polymer processes, miscible gas and WAG displacements, and thermal recovery processes. | (4.0 units) | Prerequisite: PTE 500 and PTE 582 | Restriction: Registration open to the following class level(s): Doctoral Student, Master Student | 32250D | 1:00-4:50pm | Wednesday | Lecture | Faruk Civan |
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