The Applied Artificial Intelligence Workshop. Start working with AI today, to build games, design decision trees, and train your own machine learning models

Anthony So, William So, Zsolt Nagy

You already know that artificial intelligence (AI) and machine learning (ML) are present in many of the tools you use in your daily routine. But do you want to be able to create your own AI and ML models and develop your skills in these domains to kickstart your AI career?The Applied Artificial Intelligence Workshop gets you started with applying AI with the help of practical exercises and useful examples, all put together cleverly to help you gain the skills to transform your career.The book begins by teaching you how to predict outcomes using regression. You will then learn how to classify data using techniques such as k-nearest neighbor (KNN) and support vector machine (SVM) classifiers. As you progress, you’ll explore various decision trees by learning how to build a reliable decision tree model that can help your company find cars that clients are likely to buy. The final chapters will introduce you to deep learning and neural networks. Through various activities, such as predicting stock prices and recognizing handwritten digits, you’ll learn how to train and implement convolutional neural networks (CNNs) and recurrent neural networks (RNNs).By the end of this applied AI book, you’ll have learned how to predict outcomes and train neural networks and be able to use various techniques to develop AI and ML models.

Drupal 8: Enterprise Web Development. Build, manage, extend, and customize Drupal 8 websites

Matt Glaman, Richard Jones, Chaz Chumley, Nick Abbott

This Drupal 8 course takes you through the journey of building, extending, and customizing websites to build highly scalable and enterprise-ready websites.The first part—Learning Drupal 8—takes you step by step through building a Drupal 8 website. You will start with the basics, such as setting up a local “stack” development environment and installing your first Drupal 8 site, then we move on to image and media handling and extending Drupal modules. This section will help you get to grips with the modular nature of Drupal, and you’ll learn how to extend it by adding new functionalities to create your new modules. After learning to develop and manage a modern and responsive website using Drupal 8, you’ll start exploring different techniques to take advantage of the new Drupal 8 features. The next module—Drupal 8 Development Cookbook—is your go-to guide to experimenting with all of Drupal 8’s features through helpful recipes. You will explore techniques to customize and configure the Drupal environment, create blocks and custom modules, as well as make your web apps responsive by harnessing the mobile-first feature of Drupal 8. This module will also show you how to incorporate multilingual facilities in your sites, use web services and third-party plugins with your applications from inside Drupal 8, and test and deploy your apps. In the third part—Drupal 8 Theming with Twig—you will master Drupal 8’s new Twig templating engine to customize the look and feel of your website. This section will walk you through a real-world project to create a Twig theme from concept to completion while adopting best practices to implement CSS frameworks and JavaScript libraries. You will see just how quick and easy it is to create beautiful, responsive Drupal 8 websites while avoiding the common mistakes that many front-end developers make. By the end, you will have learned how to develop, manage, extend, and customize an enterprise-level website.This Learning Path combines some of the best that Packt has to offer in one complete, curated package. It includes content from the following Packt products: • Learning Drupal 8 by Nick Abbott and Richard Jones • Drupal 8 Development Cookbook by Matt Glaman• Drupal 8 Theming with Twig by Chaz Chumley

Moodle 3 E-Learning Course Development. Create highly engaging and interactive e-learning courses with Moodle 3 - Fourth Edition

Susan Smith Nash, William Rice

Moodle is a learning platform or Course Management System (CMS) that is easy toinstall and use, but the real challenge is in developing a learning process that leverages its power and maps the learning objectives to content and assessments for an integrated and effective course. Moodle 3 E-Learning Course Development guides you through meeting that challenge in a practical way.This latest edition will show you how to add static learning material, assessments, and social features such as forum-based instructional strategy, a chat module, and forums to your courses so that students reach their learning potential. Whether you want tosupport traditional class teaching or lecturing, or provide complete online and distancee-learning courses, this book will prove to be a powerful resource throughoutyour use of Moodle.You’ll learn how to create and integrate third-party plugins and widgets in your Moodle app, implement site permissions and user accounts, and ensure the security of content and test papers. Further on, you’ll implement PHP scripts that will help you create customized UIs for your app. You’ll also understand how to create your first Moodle VR e-learning app using the latest VR learning experience that Moodle 3 has to offer.By the end of this book, you will have explored the decisions, design considerations, andthought processes that go into developing a successful course.

SELinux Cookbook. Over 70 hands-on recipes to develop fully functional policies to confine your applications and users using SELinux

Sven Vermeulen

Microsoft Visio 2010 Business Process Diagramming and Validation. Create custom Validation Rules for structured diagrams and increase the accuracy of your business information with Visio 2010 Premium Edition

David John Parker, David Parker

Microsoft Visio is a diagramming program using vector graphics, which ultimately allows business professionals to explore and communicate complex information more effectively. Through various visual representations, Visio enables complicated data to be presented in a clear, communicative, and data-connected way. Therefore, productivity is increased by utilizing the wide variety of diagrams that can convey information at a glance, as data can be understood and acted upon quickly. This book enables business developers to unleash the full potential of Diagram Validation that Visio 2010 Premium Edition has to offer.This focused tutorial will enable you to get to grips with Diagram Validation in Visio 2010 Premium Edition to the fullest extent, enabling powerful automatic diagram verification based on custom logic and assuring correct and compliant diagrams. You will learn how to create and publish Rules, and use the ShapeSheet to write formulae. There is a special focus on extending and enhancing the capabilities of Visio 2010 diagram validation, and on features that are not found in the out-of-the-box product, like installing and using a new Rules Tools add-in, complete with source code, reviewing the new diagramming rules in flowchart and BPMN templates, and creating your own enhanced Data Flow Model Diagram template, complete with Validation Rules.The book begins by covering the basic functions of Visio 2010, and then dives deep into showing you how to formulate your own Validation Rules and understand the Visio Object Model. ShapeSheet functions are explored in detail, as are creating Validation Rule Sets and Rules, and visualizing issues, with practical demonstrations along the way. Other content includes building a Rules Tools add-in using C#, creating test and filter expressions, and publishing Validation Rules for others to use. Finally, the book considers the creation and implementation of a new RuleSet for Data Flow Model Diagrams with a worked example.By following the practical and immediately deployable examples found in the book, you will successfully learn both how to use the features of Microsoft Visio 2010, and how to extend the functionality provided in the box.

Advanced Deep Learning with TensorFlow 2 and Keras. Apply DL, GANs, VAEs, deep RL, unsupervised learning, object detection and segmentation, and more - Second Edition

Rowel Atienza

Advanced Deep Learning with TensorFlow 2 and Keras, Second Edition is a completely updated edition of the bestselling guide to the advanced deep learning techniques available today. Revised for TensorFlow 2.x, this edition introduces you to the practical side of deep learning with new chapters on unsupervised learning using mutual information, object detection (SSD), and semantic segmentation (FCN and PSPNet), further allowing you to create your own cutting-edge AI projects.Using Keras as an open-source deep learning library, the book features hands-on projects that show you how to create more effective AI with the most up-to-date techniques.Starting with an overview of multi-layer perceptrons (MLPs), convolutional neural networks (CNNs), and recurrent neural networks (RNNs), the book then introduces more cutting-edge techniques as you explore deep neural network architectures, including ResNet and DenseNet, and how to create autoencoders. You will then learn about GANs, and how they can unlock new levels of AI performance.Next, you’ll discover how a variational autoencoder (VAE) is implemented, and how GANs and VAEs have the generative power to synthesize data that can be extremely convincing to humans. You'll also learn to implement DRL such as Deep Q-Learning and Policy Gradient Methods, which are critical to many modern results in AI.

Raspberry Pi for Secret Agents. Turn your Raspberry Pi into your very own secret agent toolbox with this set of exciting projects! 

Stefan Sjogelid

Ever wished you could play around with all the neat gadgets your favorite spies use (like James Bond or Michael Westen)? With the introduction of the remarkable Raspberry Pi and a few USB accessories, anybody can now join in on the action.Discover how to turn your Raspberry Pi into a multipurpose secret agent tool! Through a series of fun, easy-to-follow projects you'll learn how to set up audio/video surveillance, explore your Wi-Fi network, play pranks on your friends, and even learn how to free your Raspberry Pi from the constraints of the wall socket.Raspberry Pi for Secret Agents starts out with the initial setup of your Raspberry Pi, guides you through a number of pranks and secret agent techniques, and then shows you how to apply what you've learned out in the real world.Learn how to configure your operating system for maximum mischief and start exploring the audio, video, and Wi-Fi projects. Learn how to record, listen, or talk to people from a distance and how to distort your voice. You can even plug in your webcam and set up a motion detector with an alarm, or find out what the other computers on your Wi-Fi network are up to. Once you've mastered the techniques, combine them with a battery pack and GPS for the ultimate off-road spy kit.

NumPy: Beginner's Guide. Build efficient, high-speed programs using the high-performance NumPy mathematical library

Ivan Idris

Learning C# by Developing Games with Unity 5.x. Develop your first interactive 2D platformer game by learning the fundamentals of C# - Second Edition

Terry Norton, Greg Lukosek, Grzegorz Lukosek, Andreas Oehlke

Unity is a cross-platform game engine that is used to develop 2D and 3D video games. Unity 5 is the latest version, released in March 2015, and adds a real-time global illumination to the games, and its powerful new features help to improve a game’s efficiency.This book will get you started with programming behaviors in C# so you can create 2D games in Unity. You will begin by installing Unity and learning about its features, followed by creating a C# script. We will then deal with topics such as unity scripting for you to understand how codes work so you can create and use C# variables and methods. Moving forward, you will find out how to create, store, and retrieve data from collection of objects. You will also develop an understanding of loops and their use, and you’ll perform object-oriented programming. This will help you to turn your idea into a ready-to-code project and set up a Unity project for production. Finally, you will discover how to create the GameManager class to manage the game play loop, generate game levels, and develop a simple UI for the game.By the end of this book, you will have mastered the art of applying C# in Unity.

Learning Bayesian Models with R. Become an expert in Bayesian Machine Learning methods using R and apply them to solve real-world big data problems

Hari Manassery Koduvely

MCSA Windows Server 2016 Certification Guide: Exam 70-741. The ultimate guide to becoming MCSA certified

Sasha Kranjac, Vladimir Stefanovic

MCSA: Windows Server 2016 is one of the most sought-after certifications for IT professionals which include working with Windows Server and performing administrative tasks around it. It targets Exam 70-740, Exam 70-741, Exam 70-742 and Exam 70-743 certifications and the demand for these certifications is increasingly high.This book will start with installation, upgrade and migration to Windows Server 2016, cover imaging and deployment and proceed with High Availability and Clustering. Then we will deep dive into fundamental concepts like Core networking, DNS, DHCP, Storage and proceed to Hyper-V, Network Access and Distributed File System. It will also explain Advanced Networking topics such as Software Defined Networking and High-Performance Networking. Furthermore, it will also cover advanced Identity topics in Windows Server 2016 such as Active Directory installation and configuration, Group Policy, Active Directory Certificate Services, and Active Directory Federation Services and Rights Management. Towards the end of this book, test questions and mock preparation items will help in preparing for the certifications with more ease.By the end of this book, you will be able to complete MCSA: Windows Server 2016 certification with more confidence.

Mastering F#. Click here to enter text

Alfonso García-Caro Núnez, Suhaib Fahad

F# is a multi-paradigm programming language that encompasses object-oriented, imperative, and functional programming language properties. Now adopted in a wide range of application areas and is supported both by industry-leading companies who provide professional tools and by an active open community, F# is rapidly gaining popularity as it emerges in digital music advertising, creating music-focused ads for Spotify, Pandora, Shazam, and anywhere on the web. This book will guide you through the basics and will then help you master F#. The book starts by explaining how to use F# with Visual Studio, file ordering, and the differences between F# and C# in terms of usage. It moves on to explain the functional core of F# such as data types, type declarations, immutability, strong type interference, pattern matching, records, F# data structures, sequence expressions, and lazy evaluation. Next, the book takes you through imperative and asynchronous programming, F# type providers, applications, and testing in F#. Finally, we look into using F# with distributed programming and using F# as a suitable language for data science. In short, this book will help you learn F# for real-world applications and increase your productivity with functional programming.

CentOS High Availability. Leverage the power of high availability clusters on CentOS Linux, the enterprise-class, open source operating system

Mitja Resman, Jonathan Hobson

Elastix Unified Communications Server Cookbook. More than 140 real-life, hands-on recipes and tips to install, deploy, administer, and maintain any VoIP/Unified Communications solution based on Elastix

Gerardo Barajas Puente, Gerardo B Puente

Mobile Security: How to Secure, Privatize, and Recover Your Devices. Mobile phones and tablets enhance our lives, but they also make you and your family vulnerable to cyber-attacks or theft. This clever guide will help you secure your devices and know what to do if the worst happens

Darla Nykamp, Joseph Anderson, Jayasree Nampalli, Mari Heiser, ...

The threat of hacking may be the most damaging on the internet. Mobile technology is changing the way we live, work, and play, but it can leave your personal information dangerously exposed. Your online safety is at risk and the threat of information being stolen from your device is at an all- time high. Your identity is yours, yet it can be compromised if you don't manage your phone or mobile device correctly.Gain the power to manage all your mobile devices safely. With the help of this guide you can ensure that your data and that of your family is safe. The threat to your mobile security is growing on a daily basis and this guide may just be the help you need.Mobile Security: How to Secure, Privatize, and Recover Your Devices will teach you how to recognize, protect against, and recover from hacking attempts and outline the clear and present threats to your online identity posed by the use of a mobile device.In this guide you will discover just how vulnerable unsecured devices can be, and explore effective methods of mobile device management and identity protection to ensure your data's security. There will be special sections detailing extra precautions to ensure the safety of family members and how to secure your device for use at work.

WordPress 4.0 Site Blueprints. Create a variety of exciting sites for e-commerce, networking, video streaming, and more, using WordPress

Sarah Soward, Heather Wallace, Tim Nolte, RACHEL MCCOLLIN