Intelligent Mobile Projects with TensorFlow

Create Deep Learning and Reinforcement Learning apps for multiple platforms with TensorFlow

Intelligent Mobile Projects with TensorFlow

Jeff Tang
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Create Deep Learning and Reinforcement Learning apps for multiple platforms with TensorFlow
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Book Details

ISBN 139781788834544
Paperback404 pages

Book Description

As a developer, you always need to keep an eye out and be ready for what will be trending soon, while also focusing on what's trending currently. So, what's better than learning about the integration of the best of both worlds, the present and the future? Artificial Intelligence (AI) is widely regarded as the next big thing after mobile, and Google's TensorFlow is the leading open source machine learning framework, the hottest branch of AI. This book covers more than 10 complete iOS, Android, and Raspberry Pi apps powered by TensorFlow and built from scratch, running all kinds of cool TensorFlow models offline on-device: from computer vision, speech and language processing to generative adversarial networks and AlphaZero-like deep reinforcement learning. You’ll learn how to use or retrain existing TensorFlow models, build your own models, and develop intelligent mobile apps running those TensorFlow models. You'll learn how to quickly build such apps with step-by-step tutorials and how to avoid many pitfalls in the process with lots of hard-earned troubleshooting tips.

Table of Contents

What You Will Learn

  • Classify images with transfer learning
  • Detect objects and their locations
  • Transform pictures with amazing art styles
  • Understand simple speech commands
  • Describe images in natural language
  • Recognize drawing with Convolutional Neural Network and Long Short-Term Memory
  • Predict stock price with Recurrent Neural Network in TensorFlow and Keras
  • Generate and enhance images with generative adversarial networks
  • Build AlphaZero-like mobile game app in TensorFlow and Keras
  • Use TensorFlow Lite and Core ML on mobile
  • Develop TensorFlow apps on Raspberry Pi that can move, see, listen, speak, and learn

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Table of Contents

Book Details

ISBN 139781788834544
Paperback404 pages
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