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Hands-On Computer Vision with Julia

You're reading from   Hands-On Computer Vision with Julia Build complex applications with advanced Julia packages for image processing, neural networks, and Artificial Intelligence

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Product type Paperback
Published in Jun 2018
Publisher Packt
ISBN-13 9781788998796
Length 202 pages
Edition 1st Edition
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Author (1):
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Dmitrijs Cudihins Dmitrijs Cudihins
Author Profile Icon Dmitrijs Cudihins
Dmitrijs Cudihins
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Table of Contents (11) Chapters Close

Preface 1. Getting Started with JuliaImages 2. Image Enhancement FREE CHAPTER 3. Image Adjustment 4. Image Segmentation 5. Image Representation 6. Introduction to Neural Networks 7. Using Pre-Trained Neural Networks 8. OpenCV 9. Assessments
10. Other Books You May Enjoy

Reusing your models

The training of neural networks can be a time-consuming process, so we need to track its progress as the process goes on. We need to learn to save and reload a trained model.

Every MXNet model consist of at least two files:

  • model_name-symbol.json: Describes the architecture
  • model_name-epoch.params: Describes the model weights

You can create them yourself or you can download them from the internet. We will cover the process of using pretrained networks in the next chapter.

Saving the model

Saving the model during the training process is done using the mx.do_checkpoint callback. A few important parameters are as follows:

  • prefix: This defines the prefix of the filenames to save the model
  • frequency: The...
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