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CS 512: Data Mining Principles
4.00 Credits
University of Illinois at Urbana-Champaign
An advanced course on principles and algorithms of data mining. Data cleaning and integration; descriptive and predictive mining; mining frequent, sequential, and structured patterns; clustering, outlier analysis and fraud detection; stream data, web, text, and biomedical data mining; security and privacy in data mining; research frontiers. Prerequisite: CS 412.
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CS 512 - Data Mining Principles
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CS 519: Scientific Visualization
4.00 Credits
University of Illinois at Urbana-Champaign
Visualization techniques useful in analysis of engineering and scientific data. Physical models; methods of computational science; two- and three-dimensional data types; visual representation schemes for scalar, vector, and tensor data; isosurface and volume visualization methods; visual monitoring; interactive steering. Same as CSE 527. Prerequisite: CS 418.
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CS 519 - Scientific Visualization
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CS 522: Programming Language Semantics
4.00 Credits
University of Illinois at Urbana-Champaign
Theory of programming languages including functional programming, meta-circular interpreters, typed, untyped and polymorphic lambda-calculi, and denotational semantics. Prerequisite: CS 422 and CS 426.
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CS 522 - Programming Language Semantics
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CS 523: Advanced Operating Systems
4.00 Credits
University of Illinois at Urbana-Champaign
Advanced concepts in operating system design and coverage of recent research directions. Resource management for parallel and distributed systems. Interaction between operating system design and computer architectures. Process management, virtual memory, interprocess communication, context switching, parallel and distributed file system designs, persistent objects, process and data migration, load balancing, security, protection. Term projects. Same as CSE 523. Prerequisite: CS 423, CS 425, and CS 433.
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CS 523 - Advanced Operating Systems
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CS 524: Concurrent Progrmg Languages
4.00 Credits
University of Illinois at Urbana-Champaign
Introduction to the theory of concurrency and concurrent programming languages. Formal models of concurrent computation such as process algebras, nets, and actors; high level concurrent programming languages and their operational semantics; methods for reasoning about correctness and complexity of concurrent programs. Prerequisite: CS 422; CS 475 or CS 476.
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CS 524 - Concurrent Progrmg Languages
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CS 525: Advanced Distributed Systems
4.00 Credits
University of Illinois at Urbana-Champaign
Peer-to-peer systems, sensor networks, and fundamental theoretical distributed computing. Review of classical work in each area, and application of design methodologies to explore overlaps across them. Emphasis on protocol design, systems issues, and theory. Reading selections are roughly two-third classical to one-third contemporary. Students write critiques, make presentations, and create a conference paper in a systematic manner. Prerequisite: One of CS 423, CS 425, CS 438.
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CS 525 - Advanced Distributed Systems
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CS 526: Advanced Compiler Construction
4.00 Credits
University of Illinois at Urbana-Champaign
Incremental and interactive compiling, error correction, code optimization, models of code generators. Same as CSE 526. Prerequisite: CS 426.
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CS 527: Topics in Software Engineering
4.00 Credits
University of Illinois at Urbana-Champaign
Fault-tolerant software, software architecture, software patterns, multi-media software, and knowledge-based approaches to software engineering. Case studies. Same as CSE 529. Prerequisite: CS 428 or CS 429.
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CS 527 - Topics in Software Engineering
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CS 533: Parallel Computer Architecture
4.00 Credits
University of Illinois at Urbana-Champaign
Theoretical aspects of parallel and pipeline computation; time and processor bounds on classes of computations; data alignment network speed and cost bounds; conflict-free access memories; overall computer system ideas. Same as CSE 522 and ECE 533. Prerequisite: CS 433.
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CS 536: Fault-Tolerant Dig Syst Design
4.00 Credits
University of Illinois at Urbana-Champaign
Same as ECE 542. See ECE 542.
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CS 536 - Fault-Tolerant Dig Syst Design
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