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Hands-On Deep Learning with Apache Spark
book

Hands-On Deep Learning with Apache Spark

by Guglielmo Iozzia
January 2019
Intermediate to advanced
322 pages
7h 29m
English
Packt Publishing
Content preview from Hands-On Deep Learning with Apache Spark

Implementing a web service

As we mentioned in the previous section, SparkJava can be used to quickly implement a REST API. The example web application we implemented in the previous section is monolithic, but looking back at its source code, we can notice how easily it would be to separate the frontend from the backend and move this to a REST API.

The frontend client presenting a form for image submission could be implemented with any web frontend framework. The client would then make a call to a REST service that's implemented through SparkJava, which performs the inference with the VGG16 model and finally returns the prediction results in JSON format. Let's see how easy it is to implement this service, starting from the existing code for ...

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Publisher Resources

ISBN: 9781788994613