Practical Deep Learning for Cloud, Mobile, and Edge: Real-World AI & Computer-Vision Projects Using Python, Keras & TensorFlow
Anirudh Koul, Siddha Ganju, Meher Kasam
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. If your goal is to build something creative, useful, scalable, or just plain cool, this book is for you.
Relying on decades of combined 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.
Relying on decades of combined 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.
หมวดหมู่:
ปี:
2019
ฉบับพิมพ์ครั้งที่:
1
สำนักพิมพ์:
O'Reilly Media
ภาษา:
english
จำนวนหน้า:
620
ISBN 10:
149203486X
ISBN 13:
9781492034865
ไฟล์:
PDF, 18.83 MB
IPFS:
,
english, 2019
Amazon 
Barnes & Noble 
Bookshop.org 
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