Managing Windows Servers with ChefThis book begins with an introduction to the functionality and benefits of using Chef to manage Windows systems. From there, you are shown an overview of the Chef architecture and how to prepare a Windows host so that it can be managed by Chef, followed by an example of writing code to install a popular .NET application with Chef.
This book looks at how Windows system administrators can effectively leverage Chef as an automated system management tool to simplify their lives through managed infrastructure. Included are practical examples that will help you to understand how to take advantage of Chef when managing your infrastructure. ...
Manga Studio 5: Beginner's GuideUsing Manga Studio 5 to create comics is an enriching experience. Instead of using graphite and ink, we can get creative with digital marking tools. Once you've got to grips with the basic use of these tools, creating comics digitally is just as expressive and fun as creating them on paper.
Manga Studio 5 Beginner's Guide is for beginner and experienced comic artists who are new to Manga Studio. The book delves into the methods of creating a comic, from an idea, character, script, and rough layouts, all the way to the finished art. No matter what character you are creating - superheroes, sci-fi, fantasy, real world, or Manga - Manga Studio 5 Beginner's Guide will be your go-to book for creating comics. ...
Mastering Machine Learning with scikit-learnThis book examines machine learning models including logistic regression, decision trees, and support vector machines, and applies them to common problems such as categorizing documents and classifying images. It begins with the fundamentals of machine learning, introducing you to the supervised-unsupervised spectrum, the uses of training and test data, and evaluating models. You will learn how to use generalized linear models in regression problems, as well as solve problems with text and categorical features.
You will be acquainted with the use of logistic regression, regularization, and the various loss functions that are used by generalized linear models. The book will also walk you through an example project that prompts you to label the most uncertain training examples. You will also use an unsupervised Hidden Markov Model to predict stock prices. ...
Beginning Robotics with Raspberry Pi and ArduinoLearn how to use a Raspberry Pi in conjunction with an Arduino to build a basic robot with advanced capabilities. Getting started in robotics does not have to be difficult. This book is an insightful and rewarding introduction to robotics and a catalyst for further directed study.
You'll be led step by step through the process of building a robot that uses the power of a Linux based computer paired with the simplicity of Arduino. You'll learn why the Raspberry Pi is a great choice for a robotics platform; its strengths as well as its shortcomings; how to overcome these limitations by implementing an Arduino; and the basics of the Python programming language as well as some of the more powerful features.
With the Raspberry Pi you can give your project the power of a Linux computer, while Arduino makes interacting with sensors and motors very easy. These two boards are complimentary in their functions; where one falters the other performs admirably.
The book also includes refer ...
Neural Networks for Electronics HobbyistsLearn how to implement and build a neural network with this non-technical, project-based book as your guide. As you work through the chapters, you'll build an electronics project, providing a hands-on experience in training a network.
There are no prerequisites here and you won't see a single line of computer code in this book. Instead, it takes a hardware approach using very simple electronic components. You'll start off with an interesting non-technical introduction to neural networks, and then construct an electronics project. The project isn't complicated, but it illustrates how back propagation can be used to adjust connection strengths or "weights" and train a network.
By the end of this book, you'll be able to take what you've learned and apply it to your own projects. If you like to tinker around with components and build circuits on a breadboard, Neural Networks for Electronics Hobbyists is the book for you.
Gain a practical introduction to neural networks; Review te ...
Introduction to Deep Learning Business Applications for DevelopersDiscover the potential applications, challenges, and opportunities of deep learning from a business perspective with technical examples. These applications include image recognition, segmentation and annotation, video processing and annotation, voice recognition, intelligent personal assistants, automated translation, and autonomous vehicles.
An Introduction to Deep Learning Business Applications for Developers covers some common DL algorithms such as content-based recommendation algorithms and natural language processing. You'll explore examples, such as video prediction with fully convolutional neural networks (FCNN) and residual neural networks (ResNets). You will also see applications of DL for controlling robotics, exploring the DeepQ learning algorithm with Monte Carlo Tree search (used to beat humans in the game of Go), and modeling for financial risk assessment. There will also be mention of the powerful set of algorithms called Generative Adversarial Neural networks (GANs) ...
Pro Entity Framework Core 2 for ASP.NET Core MVCModel, map, and access data effectively with Entity Framework Core 2, the latest evolution of Microsoft's object-relational mapping framework that allows developers to access data using .NET objects, and the most common data access layer used in ASP.NET Core MVC 2 projects.
Best-selling author Adam Freeman explains how to get the most from Entity Framework Core 2 in MVC projects. He begins by describing the different ways that Entity Framework Core 2 can model data and the different types of databases that can be used. He then shows you how to use Entity Framework Core 2 in your own MVC projects, starting from the nuts-and-bolts and building up to the most advanced and sophisticated features, going in-depth to give you the knowledge you need.
Gain a solid architectural understanding of Entity Framework Core 2; Learn how to create databases using your MVC data model; Learn how to create MVC models using an existing database; Learn how to use Entity Framework Core 2 to access data ...
Pro PowerShell Desired State Configuration, 2nd EditionUse Windows PowerShell Desired State Configuration (DSC) to configure your infrastructure on-premises and in the cloud. In an environment where changes and deployments are happening all the time, DSC makes the necessary adjustments to the system so you don't have to. Pro Desired State Configuration shows you how.
PowerShell Desired State Configuration (DSC) is a powerful configuration management platform that makes it easier than ever to perform configuration management of your infrastructure, whether on-premises or in the cloud. With Pro PowerShell Desired State Configuration, Ravikanth Chaganti revises and significantly expands his previous edition, bringing you a complete in-depth reference for applying this evolving technology in your day-to-day work.
Get up-to-date, in-depth guidance on DSC in the data center; Understand the central role that DSC plays in DevOps today; Understand how DSC can be integrated into build and release management tools; Learn to think and act like a ...
Practical Web Scraping for Data ScienceThis book provides a complete and modern guide to web scraping, using Python as the programming language, without glossing over important details or best practices. Written with a data science audience in mind, the book explores both scraping and the larger context of web technologies in which it operates, to ensure full understanding. The authors recommend web scraping as a powerful tool for any data scientist's arsenal, as many data science projects start by obtaining an appropriate data set.
Starting with a brief overview on scraping and real-life use cases, the authors explore the core concepts of HTTP, HTML, and CSS to provide a solid foundation. Along with a quick Python primer, they cover Selenium for JavaScript-heavy sites, and web crawling in detail. The book finishes with a recap of best practices and a collection of examples that bring together everything you've learned and illustrate various data science use cases.
Leverage well-established best practices and commonly ...
Learn Rails 5.2Learn to build Rails-based web applications using all the latest features offered in Rails 5.2. Author Stefan Wintermeyer begins by teaching the basics of Ruby 2.5 before proceeding through all aspects of Rails, utilizing clean, succinct examples - rather than a single large application.
This book covers topics including Active Storage, Credentials, Active Record, Scaffolding, REST, Routing, Bundler, Forms, Cookies, and Sessions, all of which are vital for modern Rails web applications. To complement these topics you'll also learn about test-driven development, Action Cable, Active Job, Action Mailer, I18n, Asset Pipeline, and caching. Finally, you'll see a how-to for a production web server with nginx. This complete set of skills will set you up for a future of efficient and elegant Rails coding.
Use the Ruby on Rails web development framework; Install and manage the Rails framework; Persist data for your web application with Active Record; Work with forms; Apply a test-driven d ...