Computing

You'll learn how REST and GraphQL APIs work in the wild and set up a streamlined API testing lab with Burp Suite and Postman. Then you'll master tools useful for reconnaissance, endpoint analysis, and fuzzing, such as Kiterunner. Next, you'll learn to perform common attacks, like those targeting an API's authentication mechanisms and the injection vulnerabilities commonly found in web applications. You'll also learn techniques for bypassing protections against these attacks so that you can uncover API bugs other hackers aren't finding and improve the security of applications on the web.

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Good software design is essential for the success of your project, but designing software is hard to do. You need to have a deep understanding of the consequences of design decisions and a good overview of available design alternatives. With this book, experienced C++ developers will get a thorough, practical, and unparalleled overview of software design with this modern language. C++ trainer and consultant Klaus Iglberger explains how you can manage dependencies and abstractions, improve changeability and extensibility of software entities, and apply and implement modern design patterns to help you take advantage of today's possibilities. Design is the most essential aspect of a software project because it impacts the software's most important properties: maintainability, changeability, and extensibility. Learn how to evaluate your code with respect to software design Understand what software design is, including design goals such as changeability and extensibility Explore the advantages and disadvantages of each design approach Learn how design patterns help solve problems and express intent Choose the right form of a design pattern to gain most of its advantages

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An effective DBA is an efficient DBA. And if you work with SQL Server, dbatools is a lifesaver. With over 500 commands, this free and open source PowerShell module has the horsepower to automate just about every task you can imagine—and then some! Learn dbatools in a Month of Lunches teaches you techniques that will make you more effective—and efficient—than you ever thought possible. Learn dbatools in a Month of Lunches is a practical hands-on guide to automating SQL Server with PowerShell and the awesome dbatools module. You'll master techniques you can immediately put into practice, from daily duties like backups and restores right through to performing security audits. Stabilize and standardize your SQL server environment, and simplify your tasks by building automation, alerting, and reporting with this powerful tool. Each lesson delivers another skill that you can use to speed through your core tasks as a SQL Server DBA! About the TechnologyWant to automate tasks for thousands of SQL servers at once? Want to migrate an entire SQL server using just the command line? dbatools can do all that—and more. A free and open source PowerShell module, dbatools offers over 500 commands for automating SQL Server from the command line. Boasting advanced options unavailable in official tools, dbatools makes it easy to automate tasks including mass exports for simplified disaster recovery, tempdb configuration, and improving an instance's security posture.

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Breaking down the 40-year history of the world’s most popular art form, one video game at a time Pong. The Legend of Zelda. Final Fantasy VII. Rock Band. Fortnite. Animal Crossing: New Horizons. For each of the 40 years of video game history, there is a defining game, a game that captured the zeitgeist and left a legacy for all games that followed. Through a series of entertaining, informative, and opinionated critical essays, author and tech journalist Jordan Minor investigates, in chronological order, the innovative, genre-bending, and earth-shattering games from 1977 through 2022. Minor explores development stories, critical reception, and legacy, and also looks at how gaming intersects with and eventually influences society at large while reveling in how uniquely and delightfully bizarre even the most famous games tend to be. From portly plumbers to armor-clad space marines and the speedy rodents in between, Video Game of the Year paints individual portraits that, as a whole, give readers a stronger appreciation for the vibrant variety and long-lasting impact of this fresh, exciting, and massively popular art form. Illustrated throughout with retro-inspired imagery and featuring contributions from dozens of leading industry voices, including New York Times bestselling author Jason Schreier (Blood, Sweat, and Pixels; Kotaku), Max Scoville (IGN), Rebekah Valentine (IGN), Blessing Adeoye Jr. (Kinda Funny), and Devindra Hardawar (Engadget), this year-by-year anthology is a loving reflection on the world’s most popular art form. Featured Games: 1977 - Pong; 1978 - Space Invaders; 1979 - Speed Freak; 1980 - Pac-Man; 1981 - Donkey Kong; 1982 - Pitfall!; 1983 - Dragon’s Lair; 1984 - Tetris; 1985 - Super Mario Bros.; 1986 - Dragon Quest; 1987 - The Legend of Zelda; 1988 - Mega Man 2; 1989 - SimCity; 1990 - The Secret of Monkey Island; 1991 - Sonic the Hedgehog; 1992 - Wolfenstein 3D; 1993 - NBA Jam; 1994 - Super Street Fighter II Turbo; 1995 - Donkey Kong Country 2; 1996 - Super Mario 64; 1997 - Final Fantasy VII; 1998 - Metal Gear Solid; 1999 - System Shock 2; 2000 Counter-Strike; 2001 - Halo: Combat Evolved; 2002 - Grand Theft Auto: Vice City; 2003 - The Legend of Zelda: The Wind Waker; 2004 - World of Warcraft; 2005 - Resident Evil 4; 2006 - Wii Sports; 2007 - Rock Band; 2008 - Spore; 2009 - Uncharted 2; 2010 - Super Meat Boy; 2011 - Minecraft; 2012 - Telltale’s The Walking Dead; 2013 - Depression Quest; 2014 - Destiny; 2015 - Witcher 3; 2016 - Pokemon Go; 2017 - Fortnite; 2018 - Super Smash Bros. Ultimate; 2019 - Sekiro: Shadows Die Twice; 2020 - Animal Crossing: New Horizons; 2022 - The Stanley Parable: Ultra Deluxe

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Diagrams communicate relationships more directly and clearly than words ever can. Using only text-based markup, create meaningful and attractive diagrams to document your domain, visualize user flows, reveal system architecture at any desired level, or refactor your code. With the tools and techniques this book will give you, you'll create a wide variety of diagrams in minutes, share them with others, and revise and update them immediately on the basis of feedback. Adding diagrams to your professional vocabulary will enable you to work through your ideas quickly when working on your own code or discussing a proposal with colleagues. Expand your professional vocabulary by learning to communicate with diagrams as easily and naturally as speaking or writing. This book will provide you with the skills and tools to turn ideas into clear, meaningful, and attractive diagrams in mere minutes, using nothing more complicated than text-based markup. You'll learn what kinds of diagrams are suited to each of a variety of use cases, from documenting your domain to understanding how complex code pieces together. Model your software's architecture, creating diagrams focused broadly or narrowly, depending on the audience. Visualize application and user flows, design database schemas, and use diagrams iteratively to design and refactor your application. You'll be able to use technical diagramming to improve your day-to-day workflow. You will better understand the codebase you work in, communicate ideas more effectively and immediately with others, and more clearly document the architecture with C4 diagrams. Manually creating diagrams is cumbersome and time-consuming. You'll learn how to use text-based tools like Mermaid to rapidly turn ideas into diagrams. And You'll learn how to keep your diagrams up to date and seamlessly integrated into your engineering workflow. You'll be better at visualizing and communicating when you add diagrams to your standard vocabulary. What You Need: A Mac or PC A GitHub account

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BOOK OF THE YEAR FOR WIRED | LA TIMES | FINANCIAL TIMES | WASHINGTON POST | GLOBE AND MAILUSED IN EVIDENCE IN THE TRIAL OF SAM BANKMAN-FRIEDIn 2021, cryptocurrency goes mainstream. Giant investment funds are buying it. Politicians endorse it. TV ads hail it as the future of money. Hardly anyone knows how it works - who cares when everyone is getting rich? But financial crime reporter Zeke Faux cares: even in fraud, there are standards.In the Bahamas, schlubby billionaire wunderkind Sam Bankman-Fried tells him how he will use his fortune to save the world. In Cambodia, a spam text unearths a horrifying slavery ring fuelled by crypto. Faux buys a $20,000 cartoon of a mutant ape to gain access to a festival headlined by Snoop Dogg, and talks his way onto the yacht of a riddling crypto founder/former child actor (The Mighty Ducks, 1992) who was among the first to see the power of imaginary treasure. In search of an elusive cash reserve at the foundation of the whole system, the incredulous Faux finds himself crossing three continents, as well as the boundaries of law, taste and economic rationality. Shocking and uproarious, Number Go Up is the essential chronicle of a $3 trillion delusion, the greatest bubble in history.

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20 Best Practices for Developing and Managing Requirements on Any Project Software Requirements Essentials presents 20 core practices for successful requirements planning, elicitation, analysis, specification, validation, and management. Leading requirements experts Karl Wiegers and Candase Hokanson focus on the practices most likely to deliver superior value for both traditional and agile projects, in any application domain. These core practices help teams understand business problems, engage the right participants, articulate better solutions, improve communication, implement the most valuable functionality in the right sequence, and adapt to change and growth. Concise and tightly focused, this book offers just enough pragmatic "how-to" detail for you to apply the core practices with confidence, whether you're a business analyst, requirements engineer, product manager, product owner, or developer. Using it, your entire team can build a shared understanding of key concepts, terminology, techniques, and rationales--and work together more effectively on every project. Learn how to: Clarify problems, define business objectives, and set solution boundaries Identify stakeholders and decision makers Explore user tasks, events, and responses Assess data concepts and relationships Elicit and evaluate quality attributes Analyze requirements and requirement sets, create models and prototypes, and set priorities Specify requirements in a consistent, structured, and well-documented fashion Review, test, and manage change to requirements "I once read the ten best-selling requirements engineering books of the prior ten years. This one book succinctly presents more useful information than those ten books combined."--Mike Cohn, author of User Stories Applied and co-founder, Scrum Alliance "Diamonds come about when a huge amount of carbon atoms are compressed. Karl and Candase have done something very similar: they have compressed their vast requirements knowledge into 20 gems they call 'core practices.' These practices are potent stuff, and I recommend that they become part of everyone's requirements arsenal."--James Robertson, author of Mastering the Requirements Process and Business Analysis Agility "Long story short: if you are going to read only one requirements book, this is it. Software Requirements Essentials distills the wealth of information found in Software Requirements and many other texts down to twenty of the most important requirements activities that apply on nearly all projects. Today's busy BA simply doesn't have the time to read a lengthy instructive guide front-to-back. But they should find the time to read this book."--From the Foreword by Joy Beatty, COO, ArgonDigital "Software Requirements Essentials will be a high-value addition to your business analysis library. Anyone looking to improve their business analysis practices will find great practical advice they'll be able to apply immediately."--Laura Paton, Principal Consultant, BA Academy, Inc. Register your book for convenient access to downloads, updates, and/or corrections as they become available. See inside book for details.

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Deep learning from the ground up using R and the powerful Keras library! In Deep Learning with R, Second Edition you will learn: Deep learning from first principles Image classification and image segmentation Time series forecasting Text classification and machine translation Text generation, neural style transfer, and image generation Deep Learning with R, Second Edition shows you how to put deep learning into action. It's based on the revised new edition of François Chollet's bestselling Deep Learning with Python. All code and examples have been expertly translated to the R language by Tomasz Kalinowski, who maintains the Keras and Tensorflow R packages at RStudio. Novices and experienced ML practitioners will love the expert insights, practical techniques, and important theory for building neural networks. about the technology Deep learning has become essential knowledge for data scientists, researchers, and software developers. The R language APIs for Keras and TensorFlow put deep learning within reach for all R users, even if they have no experience with advanced machine learning or neural networks. This book shows you how to get started on core DL tasks like computer vision, natural language processing, and more using R. what's inside Image classification and image segmentation Time series forecasting Text classification and machine translation Text generation, neural style transfer, and image generation about the reader For readers with intermediate R skills. No previous experience with Keras, TensorFlow, or deep learning is required.

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Your personal, hands-on guide to the latest and most useful features in Microsoft Excel 365 Excel 365 is Microsoft’s latest cloud-based version of its world-famous spreadsheet app. Powerful and user-friendly, it’s an ideal solution for businesses and people looking to make sense of—and draw intelligence from—their data. The Excel 365 Bible carries over the best content from the best-selling Excel 2019 Bible while reflecting how a new generation uses Excel in Excel 365. The authoring team with their decades of Excel and business intelligence experience and recognition from the Excel community as Excel MVPs delivers an accessible and authoritative roadmap to Excel 365. Interested in the basics? You’ll learn to create spreadsheets and workbooks and navigate the user interface. If you’re ready for more advanced topics you can skip right to the material on creating visualizations, crafting custom functions, and using Visual Basic for Applications to script automations. You’ll also get: Over 900 pages of powerful tips, tricks, and strategies to unlock the full potential of Microsoft Excel 365 Guidance on how to import, manage, and analyze large amounts of data Advice on how to craft predictions and "What-If Analyses" based on data you already have Perfect for anyone new to Excel, as well as experts and advanced users, the Excel 365 Bible is your comprehensive, go-to guide for everything you need to know about the world’s most popular, easy-to-use spreadsheet software.

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The quick way to learn Microsoft Teams! This is learning made easy. Get more done quickly with Microsoft Teams in any environment, and help your whole team succeed with it. Jump in wherever you need answers—brisk lessons and detailed screenshots show you exactly what to do, step by step. Build your own teams to enhance collaboration Use team channels to bring structure and relevance to your work Work smarter with apps, tabs, extensions, connectors, and bots Create, upload, edit, and share Microsoft 365 documents inside Teams Stay connected via chat and video calls Get more done in every Teams meeting Customize Teams to maximize personal and organizational efficiency Look up just the tasks and lessons you need

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Does it seem like your Python projects are getting bigger and bigger? Are you feeling the pain as your codebase expands and gets tougher to debug and maintain? Python is an easy language to learn and use, but that also means systems can quickly grow beyond comprehension. Thankfully, Python has features to help developers overcome maintainability woes. In this practical book, author Patrick Viafore shows you how to use Python's type system to the max. You'll look at user-defined types, such as classes and enums, and Python's type hinting system. You'll also learn how to make Python extensible and how to use a comprehensive testing strategy as a safety net. With these tips and techniques, you'll write clearer and more maintainable code. Learn why types are essential in modern development ecosystems Understand how type choices such as classes, dictionaries, and enums reflect specific intents Make Python extensible for the future without adding bloat Use popular Python tools to increase the safety and robustness of your codebase Evaluate current code to detect common maintainability gotchas Build a safety net around your codebase with linters and tests

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This mini-book is a comprehensive guide for Python developers who want to learn how to build applications with large language models. Authors Olivier Caelen and Marie-Alice Blete cover the main features and benefits of GPT-4 and ChatGPT and explain how they work. You'll also get a step-by-step guide for developing applications using the GPT-4 and ChatGPT Python library, including text generation, Q&A, and content summarization tools. Written in clear and concise language, Developing Apps with GPT-4 and ChatGPT includes easy-to-follow examples to help you understand and apply the concepts to your projects. Python code examples are available in a GitHub repository, and the book includes a glossary of key terms. Ready to harness the power of large language models in your applications? This book is a must. You'll learn: The fundamentals and benefits of ChatGPT and GPT-4 and how they work How to integrate these models into Python-based applications for NLP tasks How to develop applications using GPT-4 or ChatGPT APIs in Python for text generation, question-and-answer, and content summarization, among other tasks Advanced GPT topics, including prompt engineering, fine-tuning models for specific tasks, plug-ins, and more

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Build professional-grade full-stack web applications using C# and ASP.NET Core. ASP.NET Core in Action, 3rd edition by Microsoft MVP Andrew Lock, is a fully updated edition, ideal for intermediate C# developers, and teaches you how to use your C# and .NET skills to build amazing cross-platform web applications. This revised bestseller reveals the latest .NET patterns, including minimal APIs and minimal hosting. Even if you have never worked with ASP.NET, you will soon start creating productive cross-platform web apps. Features include: Build minimal APIs for serving JSON to client-side applications Create dynamic, server-side rendered applications using Razor Pages User authentication and authorisation Store data using Entity Framework Core Unit and integration tests for ASP.NET Core applications Write custom middleware and components About the technology Developers love ASP.NET Core for its libraries and pre-built components that maximize productivity. This awesome web framework empowers you to build web applications using HTTP APIs, server-side rendered HTML, and long-running server processes - all by using the same familiar structure and components. Version 7.0 takes full advantage of new C# features, easy-to-build minimal APIs, and big performance upgrades.

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Systems programming provides the foundation for the world's computation. Writing performance-sensitive code requires a programming language that puts programmers in control of how memory, processor time, and other system resources are used. The Rust systems programming language combines that control with a modern type system that catches broad classes of common mistakes, from memory management errors to data races between threads. With this practical guide, experienced systems programmers will learn how to successfully bridge the gap between performance and safety using Rust. Jim Blandy, Jason Orendorff, and Leonora Tindall demonstrate how Rust's features put programmers in control over memory consumption and processor use by combining predictable performance with memory safety and trustworthy concurrency. You'll learn: Rust's fundamental data types and the core concepts of ownership and borrowing How to write flexible, efficient code with traits and generics How to write fast, multithreaded code without data races Rust's key power tools: closures, iterators, and asynchronous programming Collections, strings and text, input and output, macros, unsafe code, and foreign function interfaces This revised, updated edition covers the Rust 2021 Edition.

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Modern software systems are composed of many servers, services, and other components that communicate through APIs. As a developer, your job is to make sure these APIs are stable, reliable, and easy to use for other developers. API Design Patterns provides you with a unique catalog of design standards and best practices to ensure your APIs are flexible and user-friendly. Fully illustrated with examples and relevant use-cases, this essential guide covers patterns for API fundamentals and real-world system designs, along with quite a few not-so-common scenarios and edge-cases. about the technologyAPI design patterns are a useful set of best practice specifications and common solutions to API design challenges. Using accepted design patterns creates a shared language amongst developers who create and consume APIs, which is especially critical given the explosion of mission-critical public-facing web APIs. API Patterns are still being developed and discovered. This collection, gathered and tested by Google API expert JJ Geewax, is the first of its kind. about the book API Design Patterns draws on the collected wisdom of the API community, including the internal developer knowledge base at Google, laying out an innovative set of design patterns for developing both internal and public-facing APIs. In this essential guide, Google Software Engineer JJ Geewax provides a unique and authoritative catalog of patterns that promote flexibility and ease-of-use in your APIs. Each pattern in the catalog is fully illustrated with its own example API, use-cases for solving common API design challenges, and scenarios for tricky edge issues using a pattern’s more subtle features. With the best practices laid out in this book, you can ensure your APIs are adaptive in the face of change and easy for your clients to incorporate into their projects. what's inside A full case-study of building an API and adding features The guiding principles that underpin most API patterns Fundamental patterns for resource layout and naming Advanced patterns for special interactions and data transformations about the readerAimed at software developers with experience using APIs, who want to start building their own. about the author JJ Geewax is a software engineer at Google, focusing on Google Cloud Platform and API design. He is also the author of Google Cloud Platform in Action.

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Data Communications and Networking, 6th Edition, teaches the principles of networking using TCP/IP protocol suite. It employs a bottom-up approach where each layer in the TCP/IP protocol suite is built on the services provided by the layer below. This edition has undergone a major restructuring to reduce the number of chapters and focus on the organization of TCP/IP protocol suite. It concludes with three chapters that explore multimedia, network management, and cryptography/network security. Technologies related to data communications and networking are among the fastest growing in our culture today, and there is no better guide to this rapidly expanding field than Data Communications and Networking.

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As you move data to the cloud, you need to consider a comprehensive approach to data governance, along with well-defined and agreed-upon policies to ensure your organization meets compliance requirements. Data governance incorporates the ways people, processes, and technology work together to ensure data is trustworthy and can be used effectively. This practical guide shows you how to effectively implement and scale data governance throughout your organization. Chief information, data, and security officers and their teams will learn strategy and tooling to support democratizing data and unlocking its value while enforcing security, privacy, and other governance standards. Through good data governance, you can inspire customer trust, enable your organization to identify business efficiencies, generate more competitive offerings, and improve customer experience. This book shows you how. You'll learn: Data governance strategies addressing people, processes, and tools Benefits and challenges of a cloud-based data governance approach How data governance is conducted from ingest to preparation and use How to handle the ongoing improvement of data quality Challenges and techniques in governing streaming data Data protection for authentication, security, backup, and monitoring How to build a data culture in your organization

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Create your first 2D, 3D, and AR/VR games with the awesome Unity game platform. With this hands-on beginner's guide, you'll start building games fast! In Unity in Action, Third Edition, you will learn how to: Create characters that run, jump, and bump into things Build 3D first-person shooters and third-person action games Construct 2D card games and side-scrolling platformers Script enemies with AI Improve game graphics by importing models and images Design an intuitive user interface for your games Play music and spatially-aware sound effects Connect your games to the internet for online play Deploy your games to desktop, mobile, and the web Thousands of new game developers have chosen Joe Hocking's Unity in Action as their first step toward Unity mastery. This fully updated third edition comes packed with fully refreshed graphics, Unity's latest features, and coverage of the augmented and virtual reality toolkits. Using your existing coding skills, you'll write custom code instead of just clicking together premade scripts. You'll master the Unity toolset from the ground up, adding the skills you need to go from application coder to game developer. Build your next game without sweating the low-level details. The Unity game engine handles the heavy lifting, so you can focus on game play, graphics, and user experience. With support for C#, a huge ecosystem of production-quality prebuilt assets, and a strong dev community, Unity will get your game idea off the drawing board and onto the screen! You can even use Unity for more than game development, with new tools for VR and augmented reality that are perfect for developing useful apps.

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Lean UX is synonymous with modern product design and development. By combining human-centric design, agile ways of working, and a strong business sense, designers, product managers, developers, and scrum masters around the world are making Lean UX the leading approach for digital product teams today In the third edition of this award-winning book, authors Jeff Gothelf and Josh Seiden help you focus on the product experience rather than deliverables. You'll learn tactics for integrating user experience design, product discovery, agile methods, and product management. And you'll discover how to drive your design in short, iterative cycles to assess what works best for businesses and users. Lean UX guides you through this change--for the better. Facilitate the Lean UX process with your team with the Lean UX Canvas Ensure every project starts with clear customer-centric success criteria Understand the role of the designer on an agile team Write and contribute design and experiment stories to the backlog Ensure design work takes place in every sprint Build product discovery into the team's "velocity"

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Companies are scrambling to integrate AI into their systems and operations. But to build truly successful solutions, you need a firm grasp of the underlying mathematics. This accessible guide walks you through the math necessary to thrive in the AI field such as focusing on real-world applications rather than dense academic theory. Engineers, data scientists, and students alike will examine mathematical topics critical for AI--including regression, neural networks, optimization, backpropagation, convolution, Markov chains, and more--through popular applications such as computer vision, natural language processing, and automated systems. And supplementary Jupyter notebooks shed light on examples with Python code and visualizations. Whether you're just beginning your career or have years of experience, this book gives you the foundation necessary to dive deeper in the field. Understand the underlying mathematics powering AI systems, including generative adversarial networks, random graphs, large random matrices, mathematical logic, optimal control, and more Learn how to adapt mathematical methods to different applications from completely different fields Gain the mathematical fluency to interpret and explain how AI systems arrive at their decisions

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Unlock the potential of Microsoft’s powerful web-based collaborative platform that comes standard with Microsoft 365 Microsoft SharePoint unlocks millions of collaborative and remote working capabilities and possibilities. And using it doesn’t require a degree in computer science! With SharePoint For Dummies, you’ll be creating sites, working with lists, and integrating with Microsoft Teams in no time at all. This book offers fully illustrated, step-by-step instructions to adapt and customize SharePoint for your own organization. Perfect for complete SharePoint novices as well as veterans of previous versions, you’ll learn to manage and work with enterprise content and use the SharePoint mobile app. This handy guide also walks you through: Creating integrated, online portals from scratch for everyone in your organization to use How to navigate the SharePoint interface like a pro, without any prior knowledge Using SharePoint alongside Microsoft Office 365’s other powerful tools, like Teams Ideal for anyone who wants to—or has to—use SharePoint at work or school, SharePoint For Dummies is your irreplaceable companion to getting up-to-speed with SharePoint in a hurry!

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Designed to provide you with the knowledge and skills needed to protect your technology devices from increasingly sophisticated cyberattacks, SECURITY AWARENESS: APPLYING PRACTICAL CYBERSECURITY IN YOUR WORLD, 6th EDITION continues to present the same practical information that has made previous editions so popular. For most students, practical cybersecurity poses daunting challenges: Do I need antivirus software? How can I manage all my passwords? Can I prevent a ransomware attack? Is there a way to make my Web browser secure? What are patches? This text is designed to help you understand the answers to these questions and to protect your devices and even Wi-Fi networks from cyberattacks. In addition, hands-on projects and case studies give you the opportunity to test your knowledge and apply what you have learned.

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Tackle a variety of tasks in natural language processing by learning how to use the R language and tidy data principles. This practical guide provides examples and resources to help you get up to speed with dplyr, broom, ggplot2, and other tidy tools from the R ecosystem. You'll discover how tidy data principles can make text mining easier, more effective, and consistent by employing tools already in wide use. Text Mining with R shows you how to manipulate, summarize, and visualize the characteristics of text, sentiment analysis, tf-idf, and topic modeling. Along with tidy data methods, you'll also examine several beginning-to-end tidy text analyses on data sources from Twitter to NASA datasets. These analyses bring together multiple text mining approaches covered in the book. Get real-world examples for implementing text mining using tidy R package Understand natural language processing concepts like sentiment analysis, tf-idf, and topic modeling Learn how to analyze unstructured, text-heavy data using R language and ecosystem

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The must-have reference for Azure newcomers As Microsoft's Azure platform takes a larger stake in the cloud computing world, more tech pros need to know the ins-and-outs of this fast-growing platform. Microsoft Azure For Dummies is the essential guide for users who are new to the platform. Take your first steps into the world of Azure as you learn all about the core services—straight from a Microsoft expert. This book covers the Azure essentials you need to know, including building a virtual network on Azure, launching and scaling applications, migrating existing services, and keeping everything secure. In classic Dummies style, you’ll learn the fundamentals of Azure’s core services and—when you’re ready—how to move into more advanced services. Discover the basics of cloud computing with Microsoft Azure and learn what services you can access with Azure Build your cloud network with Azure and migrate an existing network to the platform Scale applications seamlessly and make sure your security is air-tight Updated to included expanded information on data resources, machine learning, artificial intelligence, and collaboration, Microsoft Azure For Dummies, 2nd Edition answers the call for an entry-level, comprehensive guide that provides a simple-to-understand primer on core Azure services. It’s an invaluable resource for IT managers and others arriving at the platform for the first time.

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The bestselling JavaScript guide, updated with current features and best practices Beginning JavaScript 5th Edition shows you how to work effectively with JavaScript frameworks, functions, and modern browsers, and teaches more effective coding practices using HTML5. This new edition has been extensively updated to reflect the way JavaScript is most commonly used today, introducing you to the latest tools and techniques available to JavaScript developers. Coverage includes modern coding practices using HTML5 markup, the JSON data format, DOM APIs, the jQuery framework, and more. Exercises with solutions provide plenty of opportunity to practice, and the companion website offers downloadable code for all examples given in the book. Learn JavaScript using the most up to date coding style Understand JSON, functions, events, and feature detection Utilize the new HTML5 elements and the related API Explore new features including geolocation, local storage, and more JavaScript has shaped the Web from a passive medium into one that is rich, dynamic, and interactive. No matter the technology on the server side, it's JavaScript that makes it come alive in the browser. To learn JavaScript the way it's used today, Beginning JavaScript, 5th Edition is your concise guide.

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A comprehensive guide to learning technologies that unlock the value in big data Cognitive Computing provides detailed guidance toward building a new class of systems that learn from experience and derive insights to unlock the value of big data. This book helps technologists understand cognitive computing's underlying technologies, from knowledge representation techniques and natural language processing algorithms to dynamic learning approaches based on accumulated evidence, rather than reprogramming. Detailed case examples from the financial, healthcare, and manufacturing walk readers step-by-step through the design and testing of cognitive systems, and expert perspectives from organizations such as Cleveland Clinic, Memorial Sloan-Kettering, as well as commercial vendors that are creating solutions. These organizations provide insight into the real-world implementation of cognitive computing systems. The IBM Watson cognitive computing platform is described in a detailed chapter because of its significance in helping to define this emerging market. In addition, the book includes implementations of emerging projects from Qualcomm, Hitachi, Google and Amazon. Today's cognitive computing solutions build on established concepts from artificial intelligence, natural language processing, ontologies, and leverage advances in big data management and analytics. They foreshadow an intelligent infrastructure that enables a new generation of customer and context-aware smart applications in all industries. Cognitive Computing is a comprehensive guide to the subject, providing both the theoretical and practical guidance technologists need. Discover how cognitive computing evolved from promise to reality Learn the elements that make up a cognitive computing system Understand the groundbreaking hardware and software technologies behind cognitive computing Learn to evaluate your own application portfolio to find the best candidates for pilot projects Leverage cognitive computing capabilities to transform the organization Cognitive systems are rightly being hailed as the new era of computing. Learn how these technologies enable emerging firms to compete with entrenched giants, and forward-thinking established firms to disrupt their industries. Professionals who currently work with big data and analytics will see how cognitive computing builds on their foundation, and creates new opportunities. Cognitive Computing provides complete guidance to this new level of human-machine interaction.

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The essential interaction design guide, fully revised and updated for the mobile age About Face: The Essentials of Interaction Design, Fourth Edition is the latest update to the book that shaped and evolved the landscape of interaction design. This comprehensive guide takes the worldwide shift to smartphones and tablets into account. New information includes discussions on mobile apps, touch interfaces, screen size considerations, and more. The new full-color interior and unique layout better illustrate modern design concepts. The interaction design profession is blooming with the success of design-intensive companies, priming customers to expect "design" as a critical ingredient of marketplace success. Consumers have little tolerance for websites, apps, and devices that don't live up to their expectations, and the responding shift in business philosophy has become widespread. About Face is the book that brought interaction design out of the research labs and into the everyday lexicon, and the updated Fourth Edition continues to lead the way with ideas and methods relevant to today's design practitioners and developers. Updated information includes: Contemporary interface, interaction, and product design methods Design for mobile platforms and consumer electronics State-of-the-art interface recommendations and up-to-date examples Updated Goal-Directed Design methodology Designers and developers looking to remain relevant through the current shift in consumer technology habits will find About Face to be a comprehensive, essential resource.

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The human brain has some capabilities that the brains of other animals lack. It is to these distinctive capabilities that our species owes its dominant position. Other animals have stronger muscles or sharper claws, but we have cleverer brains. If machine brains one day come to surpass human brains in general intelligence, then this new superintelligence could become very powerful. As the fate of the gorillas now depends more on us humans than on the gorillas themselves, so the fate of our species then would come to depend on the actions of the machine superintelligence. But we have one advantage: we get to make the first move. Will it be possible to construct a seed AI or otherwise to engineer initial conditions so as to make an intelligence explosion survivable? How could one achieve a controlled detonation? To get closer to an answer to this question, we must make our way through a fascinating landscape of topics and considerations. Read the book and learn about oracles, genies, singletons; about boxing methods, tripwires, and mind crime; about humanity's cosmic endowment and differential technological development; indirect normativity, instrumental convergence, whole brain emulation and technology couplings; Malthusian economics and dystopian evolution; artificial intelligence, and biological cognitive enhancement, and collective intelligence. This profoundly ambitious and original book picks its way carefully through a vast tract of forbiddingly difficult intellectual terrain. Yet the writing is so lucid that it somehow makes it all seem easy. After an utterly engrossing journey that takes us to the frontiers of thinking about the human condition and the future of intelligent life, we find in Nick Bostrom's work nothing less than a reconceptualization of the essential task of our time.

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The Expanded Edition Guide to The Legend of Zelda: Breath of the Wild is a 512-page hardcover guidebook covering everything in the main game as well as the two Expansion Pass DLC packs “The Master Trials” and “The Champions’ Ballad”. Includes: Expansion Pass concept art gallery; dedicated chapters covering both Expansion Passes; Reference and Analysis chapter; Maps chapter; all-new hardcover and an extensive 4-page Index. MAPS CHAPTER: a dedicated 36-page atlas of Hyrule showing the exact location of all Korok seeds and treasure chests. REFERENCE & ANALYSIS CHAPTER: contains a farming manual showing how to acquire all items of prime interest efficiently; the best weapons and armor upgrades; the most effective recipes; the most lucrative gemstone mining spots; amiibo; merchants and much more. EXPANSION PASS CHAPTERS: 34 pages dedicated to “The Master Trials” and “The Champions’ Ballad”. 100% AUTHORITATIVE: all side quests, all shrines of Trials and all information about collectible items fully mapped out; also includes optional challenges, mini-games, unlockables, Easter eggs, and more. At-A-GLANCE WALKTHROUGHS: annotated maps and screenshots show the optimal way through every quest and dungeon. LARGE MAP POSTER: two-sided and fully-annotated – covering the immense game area. CONCEPT ART: direct from the development team and beautifully laid out across two sections: 16 pages of concept art from “The Master Trials” and “The Champions’ Ballad” as well as a 16-page art tour of the main game. PUZZLE MASTER: every single puzzle and riddle unraveled with refined, visual solutions. EXPERT COMBAT STRATEGY: practical, reproducible tactics to crush all enemies and bosses. COMPREHENSIVE REFERENCES: exhaustive appraisals of all items and monsters – including key parameters that are hidden in the game. EASE OF USE: Instant searches, print navigation systems, extensive 4-page index and detailed map poster give you immediate access to the information you need. PREMIUM HARDCOVER: with guide pages printed on superior-quality art paper.

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Description Modern NLP techniques based on machine learning radically improve the ability of software to recognize patterns, use context to infer meaning, and accurately discern intent from poorly-structured text. In Natural Language Processing in Action, readers explore carefully chosen examples and expand their machine's knowledge which they can then apply to a range of challenges. Key Features • Easy-to-follow • Clear examples • Hands-on-guide Audience A basic understanding of machine learning and some experience with a modern programming language such as Python, Java, C++, or JavaScript will be helpful. About the technology Natural Language Processing (NLP) is the discipline of teaching computers to read more like people, and readers can see examples of it in everything from chatbots to the speech-recognition software on their phone. Hobson Lane has more than 15 years of experience building autonomous systems that make important decisions on behalf of humans. Hannes Hapke is an Electrical Engineer turned Data Scientist with experience in deep learning. Cole Howard is a carpenter and writer turned Deep Learning expert.

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Technologists who want their ideas heard, understood, and funded are often told to speak the language of business—without really knowing what that is. This book’s toolkit provides architects, product managers, technology managers, and executives with a shared language—in the form of repeatable, practical patterns and templates—to produce great technology strategies. Author Eben Hewitt developed 39 patterns over the course of a decade in his work as CTO, CIO, and chief architect for several global tech companies. With these proven tools, you can define, create, elaborate, refine, and communicate your architecture goals, plans, and approach in a way that executives can readily understand, approve, and execute. This book covers: Architecture and strategy: Adopt a strategic architectural mindset to make a meaningful material impact Creating your strategy: Define the components of your technology strategy using proven patterns Communicating the strategy: Convey your technology strategy in a compelling way to a variety of audiences Bringing it all together: Employ patterns individually or in clusters for specific problems; use the complete framework for a comprehensive strategy

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Develop faster with DevOps DevOps embraces a culture of unifying the creation and distribution of technology in a way that allows for faster release cycles and more resource-efficient product updating. DevOps For Dummies provides a guidebook for those on the development or operations side in need of a primer on this way of working. Inside, DevOps evangelist Emily Freeman provides a roadmap for adopting the management and technology tools, as well as the culture changes, needed to dive head-first into DevOps. Identify your organization’s needs Create a DevOps framework Change your organizational structure Manage projects in the DevOps world DevOps For Dummies is essential reading for developers and operations professionals in the early stages of DevOps adoption.

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This fully updated study guide delivers 100% coverage of every topic on the 2018 CompTIA IT Fundamentals+ examTake the CompTIA IT Fundamentals+ exam with complete confidence using this effective self-study system. Written by three CompTIA certification and training experts, this authoritative guide explains foundational computer technologies in full detail. You’ll find learning objectives at the beginning of each chapter, exam tips, practice exam questions, and in-depth explanations throughout. Designed to help you pass the exam with ease, this definitive volume also serves as an essential on-the-job reference.Covers all exam topics, including:• Computer basics• System hardware• I/O ports and peripherals• Data storage and sharing• PC setup and configuration• Understanding operating systems• Working with applications and files• Setting up and configuring a mobile device• Connecting to networks and the Internet• Handling local and online security threats• Computer maintenance and management• Troubleshooting and problem solving• Understanding databases• Software development and implementationOnline content includes:• 130 practice exam questions in a customizable test engine• Link to over an hour of free video training from Mike Meyers

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Use design to transform your ideas into powerful visuals that connect with the right audience, define your brand, or take your project to the next level.Students, entrepreneurs, community groups, social media influencers, bloggers or campaigners: this practical guide is for you, and everyone else who wants to learn how to communicate visually, combining the building blocks of type, photography, illustration, and colour to create designs that inform, influence, and enthral.All the key principles of graphic design are explained via a series of specially created, beautifully streamlined graphics that show, rather than tell, you what you need to know. In addition, detailed how-to demonstrations, hands-on workshops, and inspirational galleries of the best design will help you to achieve your aims, from creating a brand identity or setting the right mood by choosing the best typeface, to organizing the elements of a layout to boost your message and meaning.Ten step-by-step projects help you create your own bespoke designs - for websites, digital newsletters, e-commerce, invitations, posters, sales materials, and more. There's also plenty of practical advice, including tips on publishing online, dealing with printers, commissioning professionals, and finding free design tools.If you're ready to use the power of design to take your personal project or burgeoning business to the next level, Graphic Design for Everyone is a one-stop resource to becoming an effective, inspirational visual communicator.

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The Pragmatic Programmer is one of those rare tech books you'll read, re-read, and read again over the years. Whether you're new to the field or an experienced practitioner, you'll come away with fresh insights each and every time. Dave Thomas and Andy Hunt wrote the first edition of this influential book in 1999 to help their clients create better software and rediscover the joy of coding. These lessons have helped a generation of programmers examine the very essence of software development, independent of any particular language, framework, or methodology, and the Pragmatic philosophy has spawned hundreds of books, screencasts, and audio books, as well as thousands of careers and success stories. Now, twenty years later, this new edition re-examines what it means to be a modern programmer. Topics range from personal responsibility and career development to architectural techniques for keeping your code flexible and easy to adapt and reuse. Read this book, and you'll learn how to: Fight software rot Learn continuously Avoid the trap of duplicating knowledge Write flexible, dynamic, and adaptable code Harness the power of basic tools Avoid programming by coincidence Learn real requirements Solve the underlying problems of concurrent code Guard against security vulnerabilities Build teams of Pragmatic Programmers Take responsibility for your work and career Test ruthlessly and effectively, including property-based testing Implement the Pragmatic Starter Kit Delight your users Written as a series of self-contained sections and filled with classic and fresh anecdotes, thoughtful examples, and interesting analogies, The Pragmatic Programmer illustrates the best approaches and major pitfalls of many different aspects of software development. Whether you're a new coder, an experienced programmer, or a manager responsible for software projects, use these lessons daily, and you'll quickly see improvements in personal productivity, accuracy, and job satisfaction. You'll learn skills and develop habits and attitudes that form the foundation for long-term success in your career. You'll become a Pragmatic Programmer. "One of the most significant books in my life."--Obie Fernandez, Author, The Rails Way "Twenty years ago, the first edition of The Pragmatic Programmer completely changed the trajectory of my career. This new edition could do the same for yours."--Mike Cohn, Author of Succeeding with Agile, Agile Estimating and Planning, and User Stories Applied ". . . filled with practical advice, both technical and professional, that will serve you and your projects well for years to come."--Andrea Goulet, CEO, Corgibytes, Founder, LegacyCode.Rocks ". . . lightning does strike twice, and this book is proof." --VM (Vicky) Brasseur, Director of Open Source Strategy, Juniper Networks Register your book for convenient access to downloads, updates, and/or corrections as they become available. See inside book for details.

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The overwhelming majority of a software system's lifespan is spent in use, not in design or implementation. So, why does conventional wisdom insist that software engineers focus primarily on the design and development of large-scale computing systems? In this collection of essays and articles, key members of Google's Site Reliability Team explain how and why their commitment to the entire lifecycle has enabled the company to successfully build, deploy, monitor, and maintain some of the largest software systems in the world. You'll learn the principles and practices that enable Google engineers to make systems more scalable, reliable, and efficient-lessons directly applicable to your organization. This book is divided into four sections: Introduction-Learn what site reliability engineering is and why it differs from conventional IT industry practices Principles-Examine the patterns, behaviors, and areas of concern that influence the work of a site reliability engineer (SRE) Practices-Understand the theory and practice of an SRE's day-to-day work: building and operating large distributed computing systems Management-Explore Google's best practices for training, communication, and meetings that your organization can use

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Today, software engineers need to know not only how to program effectively but also how to develop proper engineering practices to make their codebase sustainable and healthy. This book emphasizes this difference between programming and software engineering. How can software engineers manage a living codebase that evolves and responds to changing requirements and demands over the length of its life? Based on their experience at Google, software engineers Titus Winters and Hyrum Wright, along with technical writer Tom Manshreck, present a candid and insightful look at how some of the world’s leading practitioners construct and maintain software. This book covers Google’s unique engineering culture, processes, and tools and how these aspects contribute to the effectiveness of an engineering organization. You’ll explore three fundamental principles that software organizations should keep in mind when designing, architecting, writing, and maintaining code: How time affects the sustainability of software and how to make your code resilient over time How scale affects the viability of software practices within an engineering organization What trade-offs a typical engineer needs to make when evaluating design and development decisions

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"The computer world is like an intellectual Wild West, in which you can shoot anyone you wish with your ideas, if you're willing to risk the consequences. " --from Hackers & Painters: Big Ideas from the Computer Age, by Paul Graham We are living in the computer age, in a world increasingly designed and engineered by computer programmers and software designers, by people who call themselves hackers. Who are these people, what motivates them, and why should you care? Consider these facts: Everything around us is turning into computers. Your typewriter is gone, replaced by a computer. Your phone has turned into a computer. So has your camera. Soon your TV will. Your car was not only designed on computers, but has more processing power in it than a room-sized mainframe did in 1970. Letters, encyclopedias, newspapers, and even your local store are being replaced by the Internet. Hackers & Painters: Big Ideas from the Computer Age, by Paul Graham, explains this world and the motivations of the people who occupy it. In clear, thoughtful prose that draws on illuminating historical examples, Graham takes readers on an unflinching exploration into what he calls "an intellectual Wild West." The ideas discussed in this book will have a powerful and lasting impact on how we think, how we work, how we develop technology, and how we live. Topics include the importance of beauty in software design, how to make wealth, heresy and free speech, the programming language renaissance, the open-source movement, digital design, internet startups, and more.

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DESCRIPTIONDeep learning is applicable to a widening range of artificialintelligence problems, such as image classification, speech recognition,text classification, question answering, text-to-speech, and opticalcharacter recognition. Deep Learning with Python is structured around a series of practicalcode examples that illustrate each new concept introduced anddemonstrate best practices. By the time you reach the end of this book,you will have become a Keras expert and will be able to apply deeplearning in your own projects. KEY FEATURES • Practical code examples• In-depth introduction to Keras• Teaches the difference between Deep Learning and AI ABOUT THE TECHNOLOGYDeep learning is the technology behind photo tagging systems atFacebook and Google, self-driving cars, speech recognition systems onyour smartphone, and much more. AUTHOR BIOFrancois Chollet is the author of Keras, one of the most widely usedlibraries for deep learning in Python. He has been working with deep neuralnetworks since 2012. Francois is currently doing deep learning research atGoogle. He blogs about deep learning at blog.keras.io.

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Your software needs to leverage multiple cores, handle thousands of users and terabytes of data, and continue working in the face of both hardware and software failure. Concurrency and parallelism are the keys, and Seven Concurrency Models in Seven Weeks equips you for this new world. See how emerging technologies such as actors and functional programming address issues with traditional threads and locks development. Learn how to exploit the parallelism in your computer's GPU and leverage clusters of machines with MapReduce and Stream Processing. And do it all with the confidence that comes from using tools that help you write crystal clear, high-quality code. This book will show you how to exploit different parallel architectures to improve your code's performance, scalability, and resilience. Learn about the perils of traditional threads and locks programming and how to overcome them through careful design and by working with the standard library. See how actors enable software running on geographically distributed computers to collaborate, handle failure, and create systems that stay up 24/7/365. Understand why shared mutable state is the enemy of robust concurrent code, and see how functional programming together with technologies such as Software Transactional Memory (STM) and automatic parallelism help you tame it. You'll learn about the untapped potential within every GPU and how GPGPU software can unleash it. You'll see how to use MapReduce to harness massive clusters to solve previously intractible problems, and how, in concert with Stream Processing, big data can be tamed. With an understanding of the strengths and weaknesses of each of the different models and hardware architectures, you'll be empowered to tackle any problem with confidence. What You Need: The example code can be compiled and executed on *nix, OS X, or Windows. Instructions on how to download the supporting build systems are given in each chapter.

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Want to learn how to create great user experiences on today's Web? In this book, UI experts Bill Scott and Theresa Neil present more than 75 design patterns for building web interfaces that provide rich interaction. Distilled from the authors' years of experience at Sabre, Yahoo!, and Netflix, these best practices are grouped into six key principles to help you take advantage of the web technologies available today. With an entire section devoted to each design principle, Designing Web Interfaces helps you: *Make It Direct-Edit content in context with design patterns for In Page Editing, Drag & Drop, and Direct Selection *Keep It Lightweight-Reduce the effort required to interact with a site by using In Context Tools to leave a "light footprint" *Stay on the Page-Keep visitors on a page with overlays, inlays, dynamic content, and in-page flow patterns *Provide an Invitation-Help visitors discover site features with invitations that cue them to the next level of interaction *Use Transitions-Learn when, why, and how to use animations, cinematic effects, and other transitions *React Immediately-Provide a rich experience by using lively responses such as Live Search, Live Suggest, Live Previews, and more Designing Web Interfaces illustrates many patterns with examples from working websites. If you need to build or renovate a website to be truly interactive, this book gives you the principles for success.

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FinOps brings financial accountability to the variable spend model of cloud. As enterprises move aggressively to cloud, ownership of technology and financial decision-making has shifted to the edges of the organization away from procurement to engineering, architecture, and product teams. FinOps, having grown from a fringe practice to the de facto discipline managing cloud spend, is now practiced by the majority of global enterprises. This second edition provides a road map for adopting and maturing the discipline drawn from the experience of hundreds of real-world practitioners. Seven new chapters include forecasting, adopting Finops, partnering with engineering, sustainability, the UI of FinOps, and connectivity to other frameworks. There are updates throughout the book, including 150 new pages of best practices and dozens of new stories. Drawing on real-world successes and failures of large-scale cloud spenders, the book outlines the process of building a culture of cloud FinOps in your organization. Engineering and finance teams, executives, and FinOps practitioners alike will learn how to build an efficient and effective FinOps machine for data-driven cloud value decision-making. With this book, you'll learn: The DNA of a highly functional cloud FinOps culture A road map to build executive support for FinOps adoption How to understand and forecast your cloud spending How to empower engineering and finance to work together Cost allocation strategies to create accountability for cloud and container spend Strategies for rate discounts from cloud commitments When and how to implement automation of repetitive cost tasks How to empower engineering team action on cost efficiency Using unit economics to drive data-driven decision-making

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A comprehensive guide to the Java programming language and the Java SE 11 and Java SE 17 Developer certification exams, this complete reference contains so much information, we had to split the print edition into two volumes for ease of use. This two-volume set features exhaustive coverage of all the Java language features and APIs covered by the exam objectives. Both volumes of this print edition are included in your purchase and are not sold separately. OCP Oracle Certified Professional Java SE 17 Developer (Exam 1Z0-829) Programmer''s Guide is a unique guide that combines a rigorous introduction to programming in Java with meticulous coverage of the Java SE 17 and Java SE 11 Developer exam objectives. Fully updated to reflect changes in the latest exams, it features an increased focus on analyzing code scenarios--not just individual language constructs. Each objective is thoroughly addressed, reflecting the latest features and API

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In today's IT architectures, microservices and serverless functions play increasingly important roles in process automation. But how do you create meaningful, comprehensive, and connected business solutions when the individual components are decoupled and independent by design? Targeted at developers and architects, this book presents a framework through examples, practical advice, and use cases to help you design and automate complex processes. As systems are more distributed, asynchronous, and reactive, process automation requires state handling to deal with long-running interactions. Author Bernd Ruecker demonstrates how to leverage process automation technology like workflow engines to orchestrate software, humans, decisions, or bots. Learn how modern process automation compares to business process management, service-oriented architecture, batch processing, event streaming, and data pipeline solutions Understand how to use workflow engines and executable process models with BPMN Understand the difference between orchestration and choreography and how to balance both

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A solid introduction to the practices, plans, and skills required for developing a smart system architecture Information architecture combines IT skills with business skills in order to align the IT structure of an organization with the mission, goals, and objectives of its business. This friendly introduction to IT architecture walks you through the myriad issues and complex decisions that many organizations face when setting up IT systems to work in sync with business procedures. Veteran IT professional and author Kirk Hausman explains the business value behind IT architecture and provides you with an action plan for implementing IT architecture procedures in an organization. You'll explore the many challenges that organizations face as they attempt to use technology to enhance their business's productivity so that you can gain a solid understanding of the elements that are required to plan and create an architecture that meets specific business goals. Defines IT architecture as a blend of IT skills and business skills that focuses on business optimization, business architecture, performance management, and organizational structure Uncovers and examines every topic within IT architecture including network, system, data, services, application, and more Addresses the challenges that organizations face when attempting to use information technology to enable profitability and business continuity While companies look to technology more than ever to enhance productivity, you should look to IT Architecture For Dummies for guidance in this field.

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