Keras - a Neural Network Framework

Keras 2.4
  • 15 Videos | 54m
  • Includes Assessment
  • Earns a Badge
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Keras is a deep learning package suitable for beginners. Although it is applied in multiple standard deep learning use cases, it is also used by commercial-grade products. To facilitate this, Keras provides additional, flexible options on top of the well-known Sequential API, which allow you to customize and create various neural networks. To utilize this, however, requires a more in-depth knowledge of the Keras framework. In this course, you'll develop the core skills needed to work with the Keras framework. You'll explore the advantages and disadvantages of using Keras over other frameworks, and examine how Keras can be used with TensorFlow. You'll move on to recognize how Keras is used for machine learning and deep learning. Finally, you'll implement two deep learning projects using the Keras framework.

WHAT YOU WILL LEARN

  • discover the key concepts covered in this course
    describe the Keras framework and define the main concepts needed to work with Keras
    specify how Keras facilitates cognitive computing
    specify how Keras facilitates deep learning
    outline the relationship between TensorFlow and Keras and identify how Keras models can be optimized with TensorFlow
    recognize the benefits of using Keras
    describe how Keras can be used with languages such as C/C++ and Java
    compare Keras with other frameworks and define its advantages and disadvantages
  • describe how to create machine learning models using Keras
    describe how to create deep learning models using Keras
    illustrate how to use Keras in combination with cloud services
    find key documents and resources for in-depth information about the Keras framework
    work with Keras to implement sentiment analysis of Twitter posts related to a US presidential debate
    work with Keras to implement a plant disease classifier
    summarize the key concepts covered in this course

IN THIS COURSE

  • Playable
    1. 
    Course Overview
    1m 31s
    UP NEXT
  • Playable
    2. 
    The Keras Framework
    2m 28s
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    3. 
    Cognitive Computing and Keras
    2m 6s
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    4. 
    Deep Learning and Keras
    1m 55s
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    5. 
    TensorFlow and Keras
    2m 4s
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    6. 
    Benefits of Using Keras
    2m 9s
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    7. 
    Keras: Support for Other Languages
    3m 23s
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    8. 
    Keras and Other Frameworks
    3m
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    9. 
    Machine Learning With Keras
    2m 15s
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    10. 
    Deep Learning With Keras
    4m 6s
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    11. 
    Keras and the Cloud (AWS, GCP, and Azure)
    2m 14s
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    12. 
    Keras Documentation, Community, and Tutorials
    38s
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    13. 
    Identifying Presidential Debate Twitter Sentiments
    9m 17s
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    14. 
    Recognizing Plant Diseases Using Deep Learning
    9m 35s
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    15. 
    Course Summary
    48s

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