{"product_id":"deep-learning-on-windows-building-deep-learning-computer-vision-systems-on-microsoft-windows-9781484264300","title":"Deep Learning on Windows: Building Deep Learning Computer Vision Systems on Microsoft Windows","description":"\u003cp\u003e • Author(s): Thimira Amaratunga\u003cbr\u003e • Publisher: Apress\u003cbr\u003e • Publisher Imprint: Apress\u003cbr\u003e • BISAC: Programming - Microsoft\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eBuild 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. \u003c\/p\u003e 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. \u003cp\u003e\u003c\/p\u003e \u003cp\u003eAfter reading \u003ci\u003eDeep Learning on Windows\u003c\/i\u003e, you will be able to design deep learning models and web applications on the Windows operating system. \u003c\/p\u003e \u003cp\u003eYou will: \u003c\/p\u003e \u003cul\u003e \u003cli\u003eUnderstand the basics of Deep Learning and its history\u003c\/li\u003e \u003cli\u003eGet Deep Learning tools working on Microsoft Windows\u003c\/li\u003e \u003cli\u003eUnderstand 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\u003c\/li\u003e \u003cli\u003eUnderstand Transfer Learning and how to utilize it to tackle small datasets\u003c\/li\u003e \u003cli\u003eBuild robust training scripts to handle long-running training jobs\u003c\/li\u003e \u003cli\u003eConvert your Deep Learning model into a web application\u003c\/li\u003e \u003cli\u003eGenerate handwritten digits and human faces with DCGAN (Deep Convolutional Generative Adversarial Network)\u003c\/li\u003e\n\u003cli\u003eUnderstand the basics of Reinforcement Learning\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Apress","offers":[{"title":"Paperback","offer_id":45127483261079,"sku":"9781484264300","price":4407.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781484264300.webp?v=1767903651","url":"https:\/\/atlanticbooks.com\/products\/deep-learning-on-windows-building-deep-learning-computer-vision-systems-on-microsoft-windows-9781484264300","provider":"Atlantic Books","version":"1.0","type":"link"}