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Python: Advanced Guide to Artificial Intelligence
book

Python: Advanced Guide to Artificial Intelligence

by Giuseppe Bonaccorso, Armando Fandango, Rajalingappaa Shanmugamani
December 2018
Intermediate to advanced
764 pages
18h 18m
English
Packt Publishing
Content preview from Python: Advanced Guide to Artificial Intelligence

TensorFlow Serving

TensorFlow Serving (TFS) is a high-performance server architecture for serving the machine learning models in production. It offers out-of-the-box integration with the models built using TensorFlow.

In  TFS, a model is composed of one or more servables. A servable is used to perform computation, for example:

  • A lookup table for embedding lookups
  • A single model returning predictions
  • A tuple of models returning a tuple of predictions
  • A shard of lookup tables or models

The manager component manages the full lifecycle for the servables including loading/unloading a servable and serving the servable.

The internal architecture and workflow of  TensorFlow Serving is described at the following link: https://www.tensorflow.org/serving/architecture_overview. ...
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