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Deep Learning on Windows: Building Deep Learning Computer Vision Systems on Microsoft Windows
Paperback
Publisher Price: $59.99
ISBN13: 9781484264300
Publisher: Apress
Published: Dec 16 2020
Pages: 338
Weight: 1.37
Height: 0.74 Width: 7.00 Depth: 10.00
Language: English
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.
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.Also in
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