TensorFlow Deep Learning Projects: 10 real-world projects on computer vision,machine translation,chatbots,and reinforcement learning


TensorFlow Deep Learning Projects: 10 real-world projects on computer vision,machine translation,chatbots,and reinforcement learning
28 Mar. 2018
by 作者: Luca Massaron ,Alberto Boschetti ,Alexey Grigorev ,Abhishek Thakur
pages 页数: 320 pages
Publisher Finelybook 出版社: Packt Publishing (28 Mar. 2018)
Language 语言: English
ISBN-10 书号: 1788398068
ISBN-13 书号: 9781788398060


Book Description
Leverage the power of Tensorflow to design deep learning systems for a variety of real-world scenarios
TensorFlow is one of the most popular frameworks used for machine learning and,more recently,deep learning. It provides a fast and efficient framework for training different kinds of deep learning models,with very high accuracy. This book is your guide to master deep learning with TensorFlow with the help of 10 real-world projects.
TensorFlow Deep Learning Projects starts with setting up the right TensorFlow environment for deep learning. Learn to train different types of deep learning models using TensorFlow,including Convolutional Neural Networks,Recurrent Neural Networks,LSTMs,and Generative Adversarial Networks. While doing so,you will build end-to-end deep learning solutions to tackle different real-world problems in image processing,recommendation systems,stock prediction,and building chatbots,to name a few. You will also develop systems that perform machine translation,and use reinforcement learning techniques to play games.
By the end of this book,you will have mastered all the concepts of deep learning and their implementation with TensorFlow,and will be able to build and train your own deep learning models with TensorFlow confidently.

What you will learn
Set up the TensorFlow environment for deep learning
Construct your own ConvNets for effective image processing
Use LSTMs for image caption generation
Forecast stock prediction accurately with an LSTM architecture
Learn what semantic matching is by 作者: detecting duplicate Quora questions
Set up an AWS instance with TensorFlow to train GANs
Train and set up a chatbot to understand and interpret human input
Build an AI capable of playing a video game by 作者: itself –and win it!

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