Practical Deep Learning for Cloud, Mobile, and Edge

Practical Deep Learning for Cloud, Mobile, and Edge

by Anirudh KoulSiddha Ganju and Meher Kasam
Publication Date: 14/10/2019

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Whether you’re a software engineer aspiring to enter the world of deep learning, a veteran data scientist, or a hobbyist with a simple dream of making the next viral AI app, you might have wondered where to begin. This step-by-step guide teaches you how to build practical deep learning applications for the cloud, mobile, browsers, and edge devices using a hands-on approach.


Relying on years of industry experience transforming deep learning research into award-winning applications, Anirudh Koul, Siddha Ganju, and Meher Kasam guide you through the process of converting an idea into something that people in the real world can use.



  • Train, tune, and deploy computer vision models with Keras, TensorFlow, Core ML, and TensorFlow Lite

  • Develop AI for a range of devices including Raspberry Pi, Jetson Nano, and Google Coral

  • Explore fun projects, from Silicon Valley’s Not Hotdog app to 40+ industry case studies

  • Simulate an autonomous car in a video game environment and build a miniature version with reinforcement learning

  • Use transfer learning to train models in minutes

  • Discover 50+ practical tips for maximizing model accuracy and speed, debugging, and scaling to millions of users

ISBN:
9781492034810
9781492034810
Category:
Computer vision
Publication Date:
14-10-2019
Language:
English
Publisher:
O'Reilly Media

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