Practical Machine Learning with R. Define, build, and evaluate machine learning models for real-world applications

Brindha Priyadarshini Jeyaraman, Ludvig Renbo Olsen, Monicah Wambugu

With huge amounts of data being generated every moment, businesses need applications that apply complex mathematical calculations to data repeatedly and at speed. With machine learning techniques and R, you can easily develop these kinds of applications in an efficient way.Practical Machine Learning with R begins by helping you grasp the basics of machine learning methods, while also highlighting how and why they work. You will understand how to get these algorithms to work in practice, rather than focusing on mathematical derivations. As you progress from one chapter to another, you will gain hands-on experience of building a machine learning solution in R. Next, using R packages such as rpart, random forest, and multiple imputation by chained equations (MICE), you will learn to implement algorithms including neural net classifier, decision trees, and linear and non-linear regression. As you progress through the book, you’ll delve into various machine learning techniques for both supervised and unsupervised learning approaches. In addition to this, you’ll gain insights into partitioning the datasets and mechanisms to evaluate the results from each model and be able to compare them. By the end of this book, you will have gained expertise in solving your business problems, starting by forming a good problem statement, selecting the most appropriate model to solve your problem, and then ensuring that you do not overtrain it.

WebRTC Integrator's Guide. Successfully build your very own scalable WebRTC infrastructure quickly and efficiently

Altanai Bisht

WordPress 2.8 Theme Design. Create flexible, powerful, and professional themes for your WordPress blogs and web sites

Tessa B. Silver, Matt Mullenweg

Themes are among the most powerful features that can be used to customize a web site, especially in WordPress. Using custom themes you can brand your site for a particular corporate image, ensure standards compliance, and create easily navigable layouts. But most WordPress users still continue to use default themes as developing and deploying themes that are flexible and easily maintainable is not always straightforward.It's easy to create powerful and professional themes for your WordPress web site when you've got this book to hand. It provides clear, step-by-step instructions to create a robust and flexible WordPress theme, along with best practices for theme development. It will take you through the ins and outs of creating sophisticated professional themes for the WordPress personal publishing platform. It reviews the best practices from development tools and setting up your WordPress sandbox, through design tips and suggestions, to setting up your theme's template structure, coding markup, testing and debugging, to taking it live. The last three chapters are dedicated to additional tips, tricks, and various cookbook recipes for adding popular site enhancements to your WordPress theme designs using third-party plugins.Whether you're working with a pre-existing theme or creating a new one from the ground up, WordPress Theme Design will give you the know-how to understand how themes work within the WordPress blog system, enabling you to take full control over your site's design and branding.

Puppet 3 Cookbook. An essential book if you have responsibility for servers. Real-world examples and code will give you Puppet expertise, allowing more control over servers, cloud computing, and desktops. A time-saving, career-enhancing tutorial - Second Edition

John Arundel

A revolution is happening in web operations. Configuration management tools can build servers in seconds, and automate your entire network. Tools like Puppet are essential to taking full advantage of the power of cloud computing, and building reliable, scalable, secure, high-performance systems. More and more systems administration and IT jobs require some knowledge of configuration management, and specifically Puppet.Puppet 3 Cookbook takes you beyond the basics to explore the full power of Puppet, showing you in detail how to tackle a variety of real-world problems and applications. At every step it shows you exactly what commands you need to type, and includes full code samples for every recipe.The book takes the reader from a basic knowledge of Puppet to a complete and expert understanding of Puppet's latest and most advanced features, community best practices, writing great manifests, scaling and performance, and extending Puppet by adding your own providers and resources. It starts with guidance on how to set up and expand your Puppet infrastructure, then progresses through detailed information on the language and features, external tools, reporting, monitoring, and troubleshooting, and concludes with many specific recipes for managing popular applications.The book includes real examples from production systems and techniques that are in use in some of the world's largest Puppet installations, including a distributed Puppet architecture based on the Git version control system. You'll be introduced to powerful tools that work with Puppet such as Hiera. The book also explains managing Ruby applications and MySQL databases, building web servers, load balancers, high-availability systems with Heartbeat, and many other state-of-the-art techniques

Automate Testing for Power Apps. A practical guide to applying low-code automation testing tools and techniques

César Calvo, Carlos de Huerta

Low-code testing helps build better applications, freeing developers from frustrating problems faced while enhancing app features. Automate Testing for Power Apps will help you use automation testing to build better Canvas apps. You’ll start by understanding the fundamentals of automation testing, different approaches for low-code testing, and its application to Power Apps. Next, you’ll learn how to use Test Studio, Power Automate Desktop, and other tools to automate testing for your Canvas apps. You'll find out how to incorporate testing into your deployment processes for faster and more reliable releases. Additionally, this book covers advanced topics such as PCF components testing and model-driven apps. You’ll discover the new open-source project, Power Apps Test Engine, that’ll provide you with a single automated testing platform for all Power Apps. You'll learn how to test these more complex components to ensure the highest quality and business value for your Power Apps. By the end of this book, you'll have become a pro at using automation testing to build better Power Apps, reduce app release times, and increase the quality of your applications.

Clojure Data Structures and Algorithms Cookbook. 25 recipes to deeply understand and implement advanced algorithms in Clojure

Rafik Naccache

Rapid Application Development with AWS Amplify. Full stack web development on Amazon Web Servics

Adrian Leung

AWS Amplify is a modern toolkit that includes a command line interface (CLI); libraries for JS, iOS, and Android programming; UI component libraries for frameworks like React, Angular, and Vue.js for web development, and React Native and Flutter for mobile development.You'll begin by learning how to build AWS Amplify solutions with React and React Native with TypeScript from scratch, along with integrating it with existing solutions. This book will show you the fastest way to build a production-ready minimum viable product (MVP) within days instead of years. You'll also discover how to increase development speed without compromising on quality by adopting behavior-driven development (BDD) and Cypress for end-to-end test automation, as well as the Amplify build pipeline (DevOps or CI/CD pipeline) to ensure optimal quality throughout continuous test automation and continuous delivery. As you advance, you'll work with React to determine how to build progressive web apps (PWAs) with Amplify and React Native for cross-platform mobile apps. In addition to this, you'll find out how to set up a custom domain name for your new website and set up the AWS Amplify Admin UI for managing the content of your app effectively.By the end of this AWS book, you'll be able to build a full-stack AWS Amplify solution all by yourself.

CCNA Cyber Ops : SECOPS - Certification Guide 210-255. Learn the skills to pass the 210-255 certification exam and become a competent SECOPS associate

Andrew Chu

Cybersecurity roles have grown exponentially in the IT industry and an increasing number of organizations have set up security operations centers (SOCs) to monitor and respond to security threats. The 210-255 SECOPS exam is the second of two exams required for the Cisco CCNA Cyber Ops certification. By providing you with fundamental knowledge of SOC events, this certification validates your skills in managing cybersecurity processes such as analyzing threats and malicious activities, conducting security investigations, and using incident playbooks.You'll start by understanding threat analysis and computer forensics, which will help you build the foundation for learning intrusion analysis and incident response principles. The book will then guide you through vocabulary and techniques for analyzing data from the network and previous events. In later chapters, you'll discover how to identify, analyze, correlate, and respond to incidents, including how to communicate technical and inaccessible (non-technical) examples. You'll be able to build on your knowledge as you learn through examples and practice questions, and finally test your knowledge with two mock exams that allow you to put what you’ve learned to the test.By the end of this book, you'll have the skills to confidently pass the SECOPS 210-255 exam and achieve CCNA Cyber Ops certification.

Learning Swift. Click here to enter text. - Second Edition

Andrew J Wagner

Swift is Apple’s new programming language and the future of iOS and OS X app development. It is a high-performance language that feels like a modern scripting language. On the surface, Swift is easy to jump into, but it has complex underpinnings that are critical to becoming proficient at turning an idea into reality.This book is an approachable, step-by-step introduction into programming with Swift for everyone. It begins by giving you an overview of the key features through practical examples and progresses to more advanced topics that help differentiate the proficient developers from the mediocre ones. It covers important concepts such as Variables, Optionals, Closures, Generics, and Memory Management. Mixed in with those concepts, it also helps you learn the art of programming such as maintainability, useful design patterns, and resources to further your knowledge. This all culminates in writing a basic iOS app that will get you well on your way to turning your own app ideas into reality.

Workflow Automation with Microsoft Power Automate. Achieve digital transformation through business automation with minimal coding

Aaron Guilmette

Microsoft Power Automate is a workflow automation solution included in Microsoft 365. This book explores the core concepts of workflow automation, such as working with connectors, triggers, and actions, along with their practical implementation in automating business tasks and simplifying digital processes to boost enterprise productivity.

Cracking the IT Architect Interview. The ultimate guide to successful interviews for Enterprise, Business, Domain, Solution, and Technical Architect roles as well as IT Advisory Consultant and Software Designer roles

Sameer Paradkar

An architect attends multiple interviews for jobs or projects during the course of his or her career. This book is an interview resource created for designers, consultants, technical, solution, domain, enterprise, and chief architects to help them perform well in interview discussions and launch a successful career. The book begins by providing descriptions of architecture skills and competencies that cover the 12 key domains, including 350+ questions relating to these domains. The goal of this book is to cover all the core architectural domains. From an architect’s perspective, it is impossible to revise or learn about all these key areas without a good reference guide – this book is the solution. It shares experiences, learning, insights, and proven methodologies that will benefit practitioners, SMEs, and aspirants in the long run. This book will help you tackle the NFR domain, which is a key aspect pertaining to architecting applications.It typically takes years to understand the core concepts, fundamentals, patterns, and principles related to architecture and designs. This book is a goldmine for the typical questions asked during an interview and will help prepare you for success!

Visualize Complex Processes with Microsoft Visio. A guide to visually creating, communicating, and collaborating business processes efficiently

David J Parker, Šenaj Lelić

Every business has process flows, but not all of them are fully described to or verified for accuracy with each stakeholder. This not only presents a risk for business continuity but also removes the ability to make insightful improvements. To make these complex interactions easy to grasp, it’s important to describe these processes visually using symbology that everybody understands. Different parts of these flows should be collaboratively developed and stored securely as commercial collateral.Visualize Complex Processes with Microsoft Visio helps you understand why it is crucial to use a common, systematic approach to document the steps needed to meet each business requirement. This book explores the various process flow templates available in each edition of Microsoft Visio, including BPMN. It also shows you how to use them effectively with the help of tips and techniques and examples to reduce the time required for creating them, as well as how you can improve their integration and presentation.By the end of this book, you’ll have mastered the skills needed to create data-integrated business flowcharts with Microsoft Visio, learned how to effectively use these diagrams collaboratively, but securely, and understood how to integrate them with other M365 apps, including Excel, Word, PowerPoint, and Power Automate.

iOS Game Development By Example. Learn how to develop an ace game for your iOS device, using Sprite Kit

Samanyu Chopra

Microsoft Dynamics Sure Step 2010. The smart guide to the successful delivery of your Dynamics business solutions

Vincent Bellefroid, Chandru Shankar

Delivering business solutions is more than just product play. Software is often viewed as the enabler; however, the key to success is how the solution is implemented and how the implementations are managed. With this as the background, Microsoft has developed Microsoft Dynamics Sure Step as the full lifecycle methodology for the Dynamics business solutions portfolio. Microsoft Dynamics Sure Step enables you to maximize your Dynamics investments and increase your efficiency to select, sell, deliver, operate and support your business solution.This book details the use of the Microsoft Dynamics Sure Step methodology to enable the full lifecycle of Microsoft Dynamics Sure Step business solutions engagements. Guidance is provided on the due diligence process for the customer that overlaps the solution selling cycle for the service provider, through to the solution implementation phases, encompassing on-going maintenance and upgrades.This book provides detailed coverage of how to use Microsoft Dynamics Sure Step to successfully deliver Dynamics solutions for your business.The book begins by focusing on the aspects of due diligence and solution selling– whether you are the customer or the service provider, you can learn how you work together to select the right solution to meet the organization’s needs.In the ensuing chapters, you will learn how Microsoft Dynamics Sure Step can help improve the overall quality of your Dynamics business solution, including coverage of proactive and post go-live optimization offerings and a thorough explanation of how to upgrade your Dynamics solutions to the latest release of the products.Finally, the book discusses the essence of Microsoft Dynamics Sure Step projects and how to successfully deliver these business solutions, including project and change management disciplines and processes.Additional key topics such as a guide to adopting Microsoft Dynamics Sure Step are also provided if you are looking to develop a consistent process in your organization.

Instant Traffic Analysis with Tshark How-to. Master the terminal-based version of Wireshark for dealing with network security incidents

Borja Merino

Malware, DoS attacks, SQLi, and data exfiltration are some of the problems that many security officers have to face every day. Having advanced knowledge in communications and protocol analysis is therefore essential to investigate and detect any of these attacks. Tshark is the ideal tool for professionals who wish to meet these needs, or students who want to delve into the world of networking.Instant Traffic Analysis with Tshark How-to is a practical, hands-on guide for network administrators and security officers who want to take advantage of the filtering features provided by Tshark, the command-line version of Wireshark. With this guide you will learn how to get the most out of Tshark from environments lacking GUI, ideal for example in Unix/Linux servers, offering you much flexibility to identify and display network traffic.The book begins by explaining the basic theoretical concepts of Tshark and the process of data collection. Subsequently, you will see several alternatives to capture traffic based on network infrastructure and the goals of the network administrator. The rest of the book will focus on explaining the most interesting parameters of the tool from a totally practical standpoint.You will also learn how to decode protocols and how to get evidence of suspicious network traffic. You will become familiar with the many practical filters of Tshark that identify malware-infected computers and lots of network attacks such as DoS attacks, DHCP/ARP spoof, and DNS flooding. Finally, you will see some tricks to automate certain tasks with Tshark and python scripts.You will learn everything you need to get the most out of Tshark and overcome a wide range of network problems. In addition you will learn a variety of concepts related to networking and network attacks currently exploited.

jQuery UI 1.10: The User Interface Library for jQuery. Need to learn how to use JQuery UI speedily? Our guide will take you through implementing and customizing each library component in clear, concise steps, all supported by practical examples to make learning faster. - Fourth Edition

Alex Libby, Dan Wellman

jQuery UI, the official UI widget library for jQuery, gives you a solid platform on which to build rich and engaging interfaces quickly, with maximum compatibility, stability, and effort. jQuery UI's ready-made widgets help to reduce the amount of code that you need to write to take a project from conception to completion. jQuery UI 1.10: The User Interface Library for jQuery has been specially revised for Version 1.10 of jQuery UI. It is written to maximize your experience with the library by breaking down each component and walking you through examples that progressively build up your knowledge, taking you from beginner to advanced user in a series of easy-to-follow steps. Throughout the book, you'll learn how to create a basic implementation of each component, then customize and configure the components to tailor them to your application.Each chapter will also show you the custom events fired by the components covered and how these events can be intercepted and acted upon to bring out the best of the library.We will then go on to cover the use of visually engaging, highly configurable user interface widgets. At the end of this book, we'll look at the functioning of all of the UI effects available in the jQuery UI library.

Avid Media Composer 6.x Cookbook. What better way to learn the professional editing possibilities of Avid Media Composer than by trying out practical, real-world examples? This book has over 160 hands-on recipes and guidance covering both basic and advanced techniques

Benjamin Hershleder

Avid Media Composer has become the tool of choice by editing professionals worldwide. Whether your project involves editing television programming, independent films, corporate industrials or commercials, this cookbook shows you exactly how to do so in a step-by-step and practical manner, and get the most out of Avid Media Composer editing.Avid Media Composer 6.x Cookbook is an expert, clear and logically-sequenced resource with highly effective recipes for learning Avid Media Composer essentials and beyond. It's task-based approach will help users at all experience levels gain a deeper, more thorough understanding of the software.It will help you master the essential, core editing features as well as reveal numerous tips and tricks that editors can benefit from immediately. Just some of the topics include understanding Import settings, mixing frame rates and understanding AMA (Avid Media Access), along with thorough explanations of Trim Mode, Segment Mode, and the Smart Tool. You will learn to customize your work environment with Workspaces, Bin Layouts, Timeline Views, Bin Views, Keyboard Mapping, and much more. The recipes inside are packed with practical examples, time-saving tools and methods to get you working faster and more confidently so that you can spend less time dealing with technical and operational issues and instead focusing on being creative.

Soar with Haskell. The ultimate beginners' guide to mastering functional programming from the ground up

Tom Schrijvers

With software systems reaching new levels of complexity and programmers aiming for the highest productivity levels, software developers and language designers are turning toward functional programming because of its powerful and mature abstraction mechanisms. This book will help you tap into this approach with Haskell, the programming language that has been leading the way in pure functional programming for over three decades.The book begins by helping you get to grips with basic functions and algebraic datatypes, and gradually adds abstraction mechanisms and other powerful language features. Next, you’ll explore recursion, formulate higher-order functions as reusable templates, and get the job done with laziness. As you advance, you’ll learn how Haskell reconciliates its purity with the practical need for side effects and comes out stronger with a rich hierarchy of abstractions, such as functors, applicative functors, and monads. Finally, you’ll understand how all these elements are combined in the design and implementation of custom domain-specific languages for tackling practical problems such as parsing, as well as the revolutionary functional technique of property-based testing.By the end of this book, you’ll have mastered the key concepts of functional programming and be able to develop idiomatic Haskell solutions.

Blender 3D: Characters, Machines, and Scenes for Artists. Click here to enter text

Enrico Valenza, Christopher Kuhn, Pierre-Armand Nicq, Romain Caudron

Blender 3D is one of the top 3D animation software available. As the Blender software grows more powerful and popular, there is a demand to take your modeling skills to the next level.This learning path is divided into three modules that will take you on this incredible journey of creating games.The first module will take you on a journey to understand the workflow normally used to create characters, from the modeling to the rendering stages, using the tools of the last official release of Blender exclusively. You will be making production-quality 3D models and characters quickly and efficiently, which will be ready to be added to your very own animated feature or game.The second module will help you develop a comprehensive skill set that covers the key aspects of mechanical modeling. You will create many types of projects, including a pistol, spacecraft, robot, and a racer. By the end of this module, you will have mastered a workflow that you will be able to apply to your own creations.The final module will help you to create many types of projects using a step-by-step approach. Each project in this module will give you more practice and increase your knowledge of the Blender tools and game engine.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:? Blender 3D Cookbook, Second Edition by Enrico Valenza? Blender 3D Incredible Machines, Second Edition by Christopher Kuhn? Blender 3D By Example by Romain Caudron and Pierre-Armand Nicq

Machine Learning for Streaming Data with Python. Rapidly build practical online machine learning solutions using River and other top key frameworks

Joos Korstanje

Streaming data is the new top technology to watch out for in the field of data science and machine learning. As business needs become more demanding, many use cases require real-time analysis as well as real-time machine learning. This book will help you to get up to speed with data analytics for streaming data and focus strongly on adapting machine learning and other analytics to the case of streaming data.You will first learn about the architecture for streaming and real-time machine learning. Next, you will look at the state-of-the-art frameworks for streaming data like River. Later chapters will focus on various industrial use cases for streaming data like Online Anomaly Detection and others. As you progress, you will discover various challenges and learn how to mitigate them. In addition to this, you will learn best practices that will help you use streaming data to generate real-time insights.By the end of this book, you will have gained the confidence you need to stream data in your machine learning models.

Mastering Selenium WebDriver 3.0. Boost the performance and reliability of your automated checks by mastering Selenium WebDriver - Second Edition

Mark Collin

The second edition of Mastering Selenium 3.0 WebDriver starts by showing you how to build your own Selenium framework with Maven. You'll then look at how you can solve the difficult problems that you will undoubtedly come across as you start using Selenium in an enterprise environment and learn how to produce the right feedback when failing. Next, you’ll explore common exceptions that you will come across as you use Selenium, the root causes of these exceptions, and how to fix them. Along the way, you’ll use Advanced User Interactions APIs, running any JavaScript you need through Selenium; and learn how to quickly spin up a Selenium Grid using Docker containers. In the concluding chapters, you‘ll work through a series of scenarios that demonstrate how to extend Selenium to work with external libraries and applications so that you can be sure you are using the right tool for the job.

Swift Essentials. Get up and running lightning fast with this practical guide to building applications with Swift

Bandlem Limited

The DevOps 2.4 Toolkit. Continuous Deployment to Kubernetes: Continuously deploying applications with Jenkins to a Kubernetes cluster

Viktor Farcic

Building on The DevOps 2.3 Toolkit: Kubernetes, Viktor Farcic brings his latest exploration of the Docker technology as he records his journey to continuously deploying applications with Jenkins into a Kubernetes cluster.The DevOps 2.4 Toolkit: Continuously Deploying Applications with Jenkins to a Kubernetes Cluster is the latest book in Viktor Farcic’s series that helps you build a full DevOps Toolkit. This book guides readers through the process of building, testing, and deploying applications through fully automated pipelines.Within this book, Viktor will cover a wide-range of emerging topics, including an exploration of continuous delivery and deployment in Kubernetes using Jenkins. It also shows readers how to perform continuous integration inside these clusters, and discusses the distribution of Kubernetes applications, as well as installing and setting up Jenkins.Work with Viktor and dive into the creation of self-adaptive and self-healing systems within Docker.

Practical Hardware Pentesting. Learn attack and defense techniques for embedded systems in IoT and other devices - Second Edition

Jean-Georges Valle

Practical Hardware Pentesting, Second Edition, is an example-driven guide that will help you plan attacks, hack your embedded devices, and secure the hardware infrastructure.Throughout the book, you’ll explore the functional and security aspects of a device and learn how a system senses and communicates with the outside world. You’ll set up a lab from scratch and gradually work towards an advanced hardware lab.The first part of this book will get you attacking the software of an embedded device. This will get you thinking from an attacker point of view; you’ll understand how devices are attacked, compromised, and how you can harden a device against the most common hardware attack vectors. As you progress, you’ll get to grips with the global architecture of an embedded system and sniff on-board traffic, learn how to identify and formalize threats to the embedded system, and understand its relationship with its ecosystem. This 2nd Edition covers real-world examples featuring various devices like smart TVs, baby monitors, or pacemakers, you’ll discover how to analyze hardware and locate its possible vulnerabilities before going on to explore firmware dumping, analysis, and exploitation.By the end of this book, you’ll and understand how to implement best practices to secure your hardware.