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Hands-On Deep Learning for Images with TensorFlow电子书

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9人正在读 | 0人评论 9.8

作       者:Will Ballard

出  版  社:Packt Publishing

出版时间:2018-07-31

字       数:8.4万

所属分类: 进口书 > 外文原版书 > 电脑/网络

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Build modern, fast, and progressive web applications using modern features of PHP 7 and TypeScript Key Features *Explore the latest features of Angular and Laravel to build applications that are powerful, consistent, and maintainable *Develop modern user interfaces with a reusable component-based architecture using Angular 6 and Bootstrap 4 *Learn how to build secure backend APIs with Laravel Book Description Angular, considered as one of the most popular and powerful frontend frameworks, has undergone a major overhaul to embrace emerging web technologies so that developers can build cutting-edge web applications. This book gives you practical knowledge of building modern full-stack web apps from scratch using Angular with a Laravel Restful back end. The book begins with a thorough introduction to Laravel and Angular and its core concepts like custom errors messages, components, routers, and Angular-cli, with each concept being explained first, and then put into practice in the case-study project. With the basics covered, you will learn how sophisticated UI features can be added using NgBootstrao and a component-based architecture. You will learn to extend and customize variables from Bootstrap CSS framework. You will learn how to create secure web application with Angular and Laravel using token based authentication. Finally, you will learn all about progressive web applications and build and deploy a complete fullstack application using Docker and Docker-compose. By the end of this book, you'll gain a solid understanding of Angular 6 and how it interacts with a Laravel 5.x backend What you will learn *Explore the core features of Angular 6 to create sophisticated user interfaces *Use Laravel 5 to its full extent to create a versatile backend layer based on RESTful APIs *Configure a web application in order to accept user-defined data and persist it into the database using server-side APIs *Build an off-line-first application using service-worker and manifest file *Deal with token based authentication on single page application (SPA). *Secure your application against threats and vulnerabilities in a time efficient way *Deploy using Docker and Docker-compose Who this book is for This book targets developers who are new to Angular, Laravel, or both, and are seeking a practical, best-practice approach to development with these technologies. They must have some knowledge of HTML, CSS and JavaScript. Familiarity of PHP is assumed to get the most from this book.
目录展开

Title Page

Copyright and Credits

Hands-On Deep Learning for Images with TensorFlow

Packt Upsell

Why subscribe?

PacktPub.com

Contributors

About the author

Packt is searching for authors like you

Preface

Who this book is for

What this book covers

To get the most out of this book

Download the example code files

Conventions used

Get in touch

Reviews

Machine Learning Toolkit

Installing Docker

The machine learning Docker file

Sharing data

Machine learning REST service

Summary

Image Data

MNIST digits

Tensors – multidimensional arrays

Turning images into tensors

Turning categories into tensors

Summary

Classical Neural Network

Comparison between classical dense neural networks

Activation and nonlinearity

Softmax

Training and testing data

Dropout and Flatten

Solvers

Hyperparameters

Grid searches

Summary

A Convolutional Neural Network

Convolutions

Pooling

Building a convolutional neural network

Deep neural network

Summary

An Image Classification Server

REST API definition

Trained models in Docker containers

Making predictions

Summary

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