Scaling TensorFlow using tf.distribute

Video description

TensorFlow’s tf.distribute library helps you scale your model from a single GPU to multiple GPUs and to multiple machines using simple APIs that require very few changes to your existing code.

Join Taylor Robie and Priya Gupta (Google) to learn how you can use tf.distribute to scale your machine learning model on a variety of hardware platforms ranging from commercial cloud platforms to dedicated hardware. You’ll learn tools and tips to get the best scaling for your training in TensorFlow.

Prerequisite knowledge

  • Familiarity with TensorFlow

What you'll learn

  • Learn how to distribute TensorFlow using best practices in 2.0 on a variety of equipment

Product information

  • Title: Scaling TensorFlow using tf.distribute
  • Author(s): Taylor Robie, Priya Gupta
  • Release date: February 2020
  • Publisher(s): O'Reilly Media, Inc.
  • ISBN: 0636920373612