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Deep Learning on Windows - Building Deep Learning Computer Vision Systems on Microsoft Windows (Paperback, 1st ed.)
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Deep Learning on Windows - Building Deep Learning Computer Vision Systems on Microsoft Windows (Paperback, 1st ed.)
Expected to ship within 18 - 22 working days
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Build deep learning and computer vision systems using Python,
TensorFlow, Keras, OpenCV, and more, right within the familiar
environment of Microsoft Windows. The book starts with an
introduction to tools for deep learning and computer vision tasks
followed by instructions to install, configure, and troubleshoot
them. Here, you will learn how Python can help you build deep
learning models on Windows. Moving forward, you will build a deep
learning model and understand the internal-workings of a
convolutional neural network on Windows. Further, you will go
through different ways to visualize the internal-workings of deep
learning models along with an understanding of transfer learning
where you will learn how to build model architecture and use data
augmentations. Next, you will manage and train deep learning models
on Windows before deploying your application as a web application.
You'll also do some simple image processing and work with computer
vision options that will help you build various applications with
deep learning. Finally, you will use generative adversarial
networks along with reinforcement learning. After reading Deep
Learning on Windows, you will be able to design deep learning
models and web applications on the Windows operating system. What
You Will Learn Understand the basics of Deep Learning and its
history Get Deep Learning tools working on Microsoft Windows
Understand the internal-workings of Deep Learning models by using
model visualization techniques, such as the built-in plot_model
function of Keras and third-party visualization tools Understand
Transfer Learning and how to utilize it to tackle small datasets
Build robust training scripts to handle long-running training jobs
Convert your Deep Learning model into a web application Generate
handwritten digits and human faces with DCGAN (Deep Convolutional
Generative Adversarial Network) Understand the basics of
Reinforcement Learning Who This Book Is For AI developers and
enthusiasts wanting to work on the Windows platform.
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