TFX: Production ML pipelines with TensorFlow

Video description

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

Product information

  • Title: TFX: Production ML pipelines with TensorFlow
  • Author(s): Robert Crowe, Charles Chen
  • Release date: February 2020
  • Publisher(s): O'Reilly Media, Inc.
  • ISBN: 0636920373841