Programming PyTorch for Deep Learning

Programming PyTorch for Deep Learning Creating and Deploying Deep Learning Applications

1st edition

Paperback (08 Oct 2019) | English

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Synopsis

Take the next steps toward mastering deep learning, the machine learning method that's transforming the world around us by the second. In this practical book, you'll get up to speed on key ideas using Facebook's open source PyTorch framework and gain the latest skills you need to create your very own neural networks.

Ian Pointer shows you how to set up PyTorch on a cloud-based environment, then walks you through the creation of neural architectures that facilitate operations on images, sound, text,and more through deep dives into each element. He also covers the critical concepts of applying transfer learning to images, debugging models, and PyTorch in production.

  • Learn how to deploy deep learning models to production
  • Explore PyTorch use cases from several leading companies
  • Learn how to apply transfer learning to images
  • Apply cutting-edge NLP techniques using a model trained on Wikipedia
  • Use PyTorch's torchaudio library to classify audio data with a convolutional-based model
  • Debug PyTorch models using TensorBoard and flame graphs
  • Deploy PyTorch applications in production in Docker containers and Kubernetes clusters running on Google Cloud

Book information

ISBN: 9781492045359
Publisher: O'Reilly Media
Imprint: O'Reilly
Pub date:
Edition: 1st edition
Language: English
Sales rank: 30131
Number of pages: 220
Weight: 360g
Height: 177mm
Width: 234mm
Spine width: 10mm