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Introduction to the MapReduce Model of Parallelism

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A PDF version of the module: PDF

An Epub version of the module: EPUB

  • Introduction to the MapReduce Model of Parallelism
    • Preliminaries
    • The mapReduce Paradigm
    • Extending the mapReduce Model to Massive Parallelism
    • Getting MongoDB Up and Running
    • The MongoDB Data Model
    • Loading a Data Set Into MongoDB
    • Basic MongoDB Queries to Explore Your Data Set
    • Constructing MapReduce Queries on Your Data Set
    • Exercises
    • Quick MongoDB Command Cheat Sheet
  • Review of Multithreaded Programming
    • Sum3 Problem Overview
    • Sum3 Simple Implementation (Serial)
    • Sum3 Parallel Implementation with Pthreads and OpenMP
  • Massive Parallelism with Cuda
    • An Introduction to GPU Architectures
    • The CUDA Computational Model
    • Creating Algorithms that Divide Work into Many Threads
    • Dividing Work Among Cuda Threads
    • An Example: Sum3
    • Optimizing
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