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CUDA Advanced Libraries
  • Level Professional
  • المدة 25 ساعات hours
  • الطبع بواسطة Johns Hopkins University
  • Offered by

عن

This course will complete the GPU specialization, focusing on the leading libraries distributed as part of the CUDA Toolkit. Students will learn how to use CuFFT, and linear algebra libraries to perform complex mathematical computations. The Thrust library’s capabilities in representing common data structures and associated algorithms will be introduced. Using cuDNN and cuTensor they will be able to develop machine learning applications that help with object detection, human language translation and image classification.

الوحدات

GPU Programming Specialization

    • 1 Videos
    • 1 Discussion
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1 Discussions

  • CUDA Advanced Libraries

1 Videos

  • GPU Programming Specialization Video

Course Technical and Programming Expectations

    • 1 Videos
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1 Videos

  • Course Expectations Video

Coursera Lab and Assignment Usage

    • 1 Videos
    • 1 Lab
    • 1 Programming
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1 Programming

  • CUDA Merge Sort Algorithm Assignment

1 Labs

  • NPP Box Filter Laboratory

1 Videos

  • Coursera Lab and Assignment Overview

GPU Specialization Capstone Project

    • 1 Videos
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1 Videos

  • GPU Specialization Capstone Project Video

cuFFT Features and Performance

    • 1 Videos
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1 Videos

  • cuFFT Performance and Features Video

cuFFT Syntax

    • 1 Videos
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1 Videos

  • cuFFT Syntax Video

FFT for Image and Video Processing

    • 2 Videos
    • 1 Lab
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1 Labs

  • cuFFT Image Processing Activity

2 Videos

  • cuFFT Data Types Video
  • cuFFT Image/Video Processing Video

FFT for Audio and Signal Processing

    • 1 Videos
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1 Videos

  • cuFFT Audio/Signals Processing Video

cuFFT Lab Activity and Assignment Walkthrough

    • 1 Videos
    • 1 Readings
    • 1 Discussion
    • 1 Programming
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1 Programming

  • cuFFT Image Processing Assignment

1 Discussions

  • Fast Fourier Transforms Discussion

1 Videos

  • cuFFT Lab and Assignment Overview Video

1 Readings

  • cuFFT Reading Material

Quick Introduction to Linear Algebra

    • 1 Videos
    • 1 Discussion
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1 Discussions

  • Linear Algebra Discussion

1 Videos

  • Introduction to Linear Algebra Video

CUDA Linear Algebra Libraries

    • 4 Videos
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4 Videos

  • cuBLAS Syntax Video
  • cuSOLVER Syntax Video
  • cuSPARSE Syntax Video
  • nvBLAS Syntax Video

CUDA Linear Algebra Lab and Assignment Walkthroughs

    • 1 Videos
    • 1 Readings
    • 1 Lab
    • 1 Programming
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1 Programming

  • CUDA Linear Algebra Libraries Assignment

1 Labs

  • CUDA Linear Algebra Libraries Lab Activity

1 Videos

  • CUDA Linear Algebra Lab and Assignment Overview Video

1 Readings

  • Linear Algebra Reading Material

Thrust Data Structures and Iteration

    • 2 Videos
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2 Videos

  • Thrust Vector Syntax Video
  • Thrust Vector Iterator Video

Functional Programming

    • 1 Videos
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1 Videos

  • Functional Programming Video

Thrust Data Transformation and Reduction

    • 3 Videos
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3 Videos

  • Thrust Data Transformation Video
  • Thrust Data Reduction Video
  • Thrust Data Reorder and Sorting Video

Thrust Lab and Assignment Walkthrough

    • 1 Videos
    • 1 Readings
    • 1 Lab
    • 1 Programming
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1 Programming

  • Thrust Assignment

1 Labs

  • Thrust Lab Activity

1 Videos

  • Thrust Lab and Assignment Overview

1 Readings

  • Thrust Library Reading Material

Introduction to Neural Networks

    • 1 Videos
    • 1 Discussion
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1 Discussions

  • Machine Learning Discussion

1 Videos

  • Introduction to Neural Networks

cuDNN Syntax

    • 1 Videos
    • 1 Lab
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1 Labs

  • cuDNN Lab Activity

1 Videos

  • cuDNN Syntax Video

cuTensor Syntax

    • 3 Videos
    • 1 Lab
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1 Labs

  • cuTensor Lab Activity

3 Videos

  • cuTensor Syntax Part 1 Video
  • cuTensor Syntax Part 2 Video
  • Lab Activity Overview Video

GPU specialization Capstone Project

    • 1 Videos
    • 1 Readings
    • 1 PeerReview
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1 Peer Review

  • GPU Specialization Capstone Project

1 Videos

  • Capstone Project Video

1 Readings

  • Neural Networks and CUDA Libraries Reading Material

Auto Summary

Dive into "CUDA Advanced Libraries" by Coursera, a professional-level course in Data Science & AI. Master GPU specialization with leading CUDA Toolkit libraries like CuFFT for complex computations, Thrust for data structures, and cuDNN for machine learning applications. Ideal for advanced learners, this 1500-minute course offers Starter and Professional subscription options. Enhance your skills in object detection, language translation, and image classification today!

Chancellor Thomas Pascale
Instructor

Chancellor Thomas Pascale