AI Framework Overview: Development Frameworks

Artificial Intelligence
  • 15 Videos | 44m 59s
  • Includes Assessment
  • Earns a Badge
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A working knowledge of multiple AI development frameworks is essential to AI developers. Depending on the particular focus, you may decide on a particular framework of your choice. However, various companies in the industry tend to use different frameworks in their products, so knowing the basics of each framework is quite helpful to the aspiring AI Developer. In this course you will explore popular AI frameworks and identify key features and use cases. You will identify main differences between AI frameworks and work with Microsoft CNTK and Amazon SageMaker to implement model flow.

WHAT YOU WILL LEARN

  • discover the key concepts covered in this course
    describe AI Frameworks and their importance in the AI domain
    describe types of AI framework
    illustrate the importance of different frameworks in AI
    describe Microsoft CNTK in AI
    describe Keras in AI
    describe Spark in AI
    describe Amazon ML in AI
  • compare Microsoft CNTK with other frameworks
    compare Keras with other frameworks
    compare Spark with other frameworks
    compare Amazon ML with other frameworks
    illustrate modeling flow using Microsoft CNTK
    illustrate modeling flow using Amazon SageMaker
    summarize the key concepts covered in this course

IN THIS COURSE

  • Playable
    1. 
    Course Overview
    1m 45s
    UP NEXT
  • Playable
    2. 
    What are AI Frameworks
    3m 34s
  • Locked
    3. 
    Types of AI Framework and Their Importance
    3m 35s
  • Locked
    4. 
    The Need for Different AI Frameworks
    2m 12s
  • Locked
    5. 
    Distributed Deep Learning Using Microsoft CNTK
    2m 13s
  • Locked
    6. 
    Keras as a High Level Neural Network API
    2m 15s
  • Locked
    7. 
    Distributed AI for Big Data Using Spark
    2m 16s
  • Locked
    8. 
    Amazon ML: End-to-end Cloud-based AI Library
    2m 16s
  • Locked
    9. 
    Microsoft CNTK vs. Others
    2m 9s
  • Locked
    10. 
    Keras vs. Others
    1m 6s
  • Locked
    11. 
    Spark vs. Others
    1m 44s
  • Locked
    12. 
    Amazon ML vs. Others
    2m 29s
  • Locked
    13. 
    Model Building Using Microsoft CNTK
    5m 19s
  • Locked
    14. 
    Model Building Using Amazon SageMaker
    4m 54s
  • Locked
    15. 
    Course Summary
    45s

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