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Hands-On Machine Learning with TensorFlow.js
book

Hands-On Machine Learning with TensorFlow.js

by Kai Sasaki
November 2019
Intermediate to advanced
296 pages
7h 52m
English
Packt Publishing
Content preview from Hands-On Machine Learning with TensorFlow.js

The Keras HDF5 model

Keras is one of the most popular high-level TensorFlow libraries. Most readers may already use Keras in their daily projects. TensorFlow.js also supports model files exported by Keras. Unlike SavedModel, Keras uses HDF5, which is a hierarchical data structure format. It can represent the nested data structure, thus it is very similar to the protocol buffer in that sense.

Here is a simple diagram showing the rough structure of HDF5:

As the Keras API itself is simple, the way to export the model by Keras is also simple. The model created by Keras has a save method. Just calling the API will save the model in HDF5 format: ...

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Publisher Resources

ISBN: 9781838821739