November 2020
Intermediate to advanced
314 pages
5h 55m
English
Content preview from Learn TensorFlow Enterprise
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Chapter 5: Training at Scale
When we build and train more complex models or use large amounts of data in an ingestion pipeline, we naturally want to make better use of all the compute time and memory resources at our disposal in a more efficient way. This is the major purpose of this chapter, as we are going to integrate what we learned in previous chapters with techniques for distributed training running in a cluster of compute nodes.
TensorFlow has developed a high-level API for distributed training. Furthermore, this API integrates with the Keras API very well. As it turns out, the Keras API is now a first-class citizen in the TensorFlow ecosystem. Compared to the estimator API, Keras receives the most support when it comes to a distributed ...
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