finelybook
Intelligent Mobile Projects with TensorFlow: Build 10+ Artificial Intelligence apps using TensorFlow Mobile and Lite for iOS,Android,and Raspberry Pi
by 作者: Jeff Tang
ISBN-10 书号: 1788834542
ISBN-13 书号: 9781788834544
Publisher Finelybook 出版日期: 2018-05-22
Pages: 404
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.
Contents
1: GETTING STARTED WITH MOBILE TENSORFLOW
2: CLASSIFYING IMAGES WITH TRANSFER LEARNING
3: DETECTING OBJECTS AND THEIR LOCATIONS
4: TRANSFORMING PICTURES WITH AMAZING ART STYLES
5: UNDERSTANDING SIMPLE SPEECH COMMANDS
6: DESCRIBING IMAGES IN NATURAL LANGUAGE
7: RECOGNIZING DRAWING WITH CNN AND LSTM
8: PREDICTING STOCK PRICE WITH RNN
9: GENERATING AND ENHANCING IMAGES WITH GAN
10: BUILDING AN ALPHAZERO-LIKE MOBILE GAME APP
11: USING TENSORFLOW LITE AND CORE ML ON MOBILE
12: DEVELOPING TENSORFLOW APPS ON RASPBERRY PI
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
Authors
Jeff Tang
Jeff Tang fell in love with classical AI more than two decades ago. After his MS in CS,he worked on Machine Translation for 2 years and then,to survive the long AI winter,he worked on enterprise apps,voice apps,web apps,and mobile apps at startups,AOL,Baidu,and Qualcomm. He developed a top-selling iOS app with millions of downloads and was recognized by Google as a Top Android Market Developer. He reconnected with modern AI in 2015 and knew that AI will be his passion and commitment for the next two decades. One of his favorite topics is to make AI available anytime anywhere and hence the book.
