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GPU Architectures and Programming

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Online Course Highlights
  • Prof. Soumyagit Dey via NPTEL
  • Co-ordinated by: IIT Kharagpur
  • 12 Weeks duration
  • Discipline: Computer Science and Engineering
  • Language: English

Syllabus

  • Review of basic COA
  • Intro to GPU architectures
  • Intro to CUDA programming
  • Multi-dimensional mapping of dataspace; Synchronization
  • Warp Scheduling and Divergence
  • Memory Access Coalescing
  • Optimizing Reduction Kernels
  • Kernel Fusion, Thread and Block Coarsening
  • OpenCL – Runtime System
  • OpenCL – Heterogeneous Computing
  • Efficient Neural Network Training/Inferencing
  • Efficient Neural Network Training/Inferencing

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