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    • Graphics Processing Unit Programming for Scientific Computing and Beyond

    Graphics Processing Unit Programming for Scientific Computing and Beyond

    BY
    Partnership For Advanced Computing in Europe via Futurelearn

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    Mode

    Online

    Duration

    5 Weeks

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based
    Learning efforts 4 Hours Per Week

    Course and certificate fees

    certificate availability

    Yes

    certificate providing authority

    PRACE

    The syllabus

    Week 1: Course Organization, Parallel Programming Concepts and GPU Architecture

    • Course Introduction and Welcome by Pascal Bouvry
    • Course Introduction by Ezhilmathi Krishnasamy
    • Introduction to Week 1 Activities
    • Introduction (Article 1, Quiz and Discussion)
    • Course Organization and GPU Access (Article 2, Quiz and Discussion)
    • Parallel Computer Architectures (Article 3, Quiz and Discussion)
    • General Parallel Programming Concepts (Article 4, Quiz and Discussion)
    • GPU Architecture (Article 5, Quiz and Discussion)

    Week 2: CUDA (basic): Introduction to CUDA Programming

    • Introduction to Week 2 Activities
    • Basic Programming (Article 1, Quiz and Discussion)
    • Understanding the CUDA Threads (Article 2, Quiz and Discussion)
    • CUDA API for C/C++ (Article 3, Quiz and Discussion)
    • Vector Operations (Article 4, Quiz and Discussion)
    • Matrix Operations (Article 5, Quiz and Discussion)

    Week 3: CUDA (advanced): Numerical Algebra, Advanced Topics, Profiling and T...

    • Introduction to Week 3 Activities
    • Shared Memory Matrix Opertaions (Article 1, Quiz and Discussion)
    • Unified Memory (Article 2, Quiz and Discussion)
    • CUDA Streams (Article 3, Quiz and Discussion)
    • CUDA Application Profiling (Article 4, Quiz and Discussion)
    • Performance Optimization and Tuning (Article 5, Quiz and Discussion)

    Week 4: OpenACC (basic): Introduction to OpenACC Programming Model

    • Introduction to Week 4 Activities
    • Introduction to OpenACC (Article 1, Quiz and Discussion)
    • Functionality of OpenACC (Article 2, Quiz and Discussion)
    • OpenACC Compute Constructs (Article 3, Quiz and Discussion)
    • The Data Environment in OpenACC (Article 4, Quiz and Discussion)
    • Programming in OpenACC (Article 5, Quiz and Discussion)

    Week 5: OpenACC (advanced): Numerical Algebra, Advanced Topics, Profiling an...

    • Introduction to Week 5 Activities
    • Vector Operations (Article 1, Quiz and Discussion)
    • Matrix Operations (Article 2, Quiz and Discussion)
    • Shared Memory and Async (Article 3, Quiz and Discussion)
    • Profiling (Article 4, Quiz and Discussion)
    • Tuning and Optimization (Article 5, Quiz and Discussion)

    Articles

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