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TFX: Production ML pipelines with TensorFlow
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TFX: Production ML pipelines with TensorFlow

by Robert Crowe, Charles Chen
February 2020
Intermediate to advanced
41m
English
O'Reilly Media, Inc.
Closed Captioning available in German, English, Spanish, French, Japanese, Korean, Portuguese (Portugal, Brazil), Chinese (Simplified), Chinese (Traditional)

Overview

ML development often focuses on metrics, delaying work on deployment and scaling issues. ML development designed for production deployments typically follows a pipeline model with scaling and maintainability as inherent parts of the design. Robert Crowe and Charles Chen (Google) takes a deep dive into TensorFlow Extended (TFX), the open source version of the ML infrastructure platform that Google has developed for its own production ML pipelines.

Prerequisite knowledge

  • Experience with ML development and software development

What you'll learn

  • Discover issues and best practices for putting machine learning models and applications into production
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Publisher Resources

ISBN: 0636920373865