Natural Language Processing with AWS AI Services. Derive strategic insights from unstructured data with Amazon Textract and Amazon Comprehend

Mona M, Premkumar Rangarajan, Julien Simon

Natural language processing (NLP) uses machine learning to extract information from unstructured data. This book will help you to move quickly from business questions to high-performance models in production.To start with, you'll understand the importance of NLP in today’s business applications and learn the features of Amazon Comprehend and Amazon Textract to build NLP models using Python and Jupyter Notebooks. The book then shows you how to integrate AI in applications for accelerating business outcomes with just a few lines of code. Throughout the book, you'll cover use cases such as smart text search, setting up compliance and controls when processing confidential documents, real-time text analytics, and much more to understand various NLP scenarios. You'll deploy and monitor scalable NLP models in production for real-time and batch requirements. As you advance, you'll explore strategies for including humans in the loop for different purposes in a document processing workflow. Moreover, you'll learn best practices for auto-scaling your NLP inference for enterprise traffic.Whether you're new to ML or an experienced practitioner, by the end of this NLP book, you'll have the confidence to use AWS AI services to build powerful NLP applications.

Mastering Xamarin.Forms. Build rich, maintainable, multi-platform, native mobile apps with Xamarin.Forms - Second Edition

Ed Snider

Discover how to extend and build upon the components of the Xamarin.Forms toolkit to develop effective, robust mobile app architecture. Starting with an app built with the basics of the Xamarin.Forms toolkit, we'll go step by step through several advanced topics to create a solution architecture rich with the benefits of good design patterns and best practices.We'll start by introducing a core separation between the app's user interface and the app's business logic by applying the MVVM pattern and data-binding. Then we will focus on building out a layer of plugin-like services that handle platform-specific utilities such as navigation and geo-location, as well as how to loosely use these services in the app with inversion of control and dependency injection. Next we'll connect the app to a live web-based API and set up offline synchronization. Then, we'll dive into testing the app logic through unit tests. Finally, we will setup Visual Studio App Center to automate building, testing, distributing and monitoring the app.

Microsoft Dynamics CRM 2011 Scripting Cookbook. Over 50 recipes to extend system customization in Dynamics CRM 2011 through client-side scripting

Nicolae Tarla

With the increased adoption of Dynamics CRM 2011, more people are faced with various tasks including administering and customizing the environment. Microsoft Dynamics CRM is a Customer Relationship Management software package from Microsoft. It offers solutions to help companies with Sales, Customer Services, and Marketing. Microsoft Dynamics CRM is increasingly being used by businesses of all kinds and all sizes to reach audiences in new ways. Microsoft Dynamics CRM scripting extends system customization through the use of client-side scripting. It builds on the standard customization options offered by Dynamics CRM.Microsoft Dynamics CRM 2011 Scripting Cookbook walks the reader through the process of customizing an environment, from the most basic topics such as working with specific fields and types, working with the forms, and then moves on to the more advanced topics of scripting and debugging your scripts, designing new form and ribbon elements, and using additional well known public scripting libraries, as well as integrating external data sources into your environment.The first chapters of this book cover the basics of using the wizard-driven customization approach, packaging your customization into solutions, and adding basic scripts to interact with all the form elements. Further down the road we start introducing concepts around debugging your scripts, working with ribbon elements and navigation, taking advantage of other public scripting libraries and integrating them into your solutions, as well as light ways to bring social information in front of your users.Later chapters will assume knowledge of some of the most basic customizations presented at the beginning of the book. After completing the recipes in Microsoft Dynamics CRM 2011 Scripting Cookbook, you will have gained a new perspective on how far can you take the customization in Dynamics CRM. The additional details presented around using other public scripting libraries and integrating other data sources into your environment should serve as a start into investigating additional sources.

VSTO 3.0 for Office 2007 Programming. Get to grips with Programming Office 2007 using Visual Studio Tools for Office

Vivek Thangaswamy

With the arrival of Visual Studio Tools for Office 3.0 (VSTO), developers can now program Microsoft Office from the .NET framework. There are huge books in the market that give loads of unnecessary information but are of no real help to brand-new Office developers. Wouldn't it be great to have a precise book that simply covers the basics and introduces programming Office 2007 with VSTO using the latest version of Visual Studio? This is that book.VSTO 3.0 for Office 2007 Programming shows you how to write Office 2007 applications with Visual Studio Tools for Office 3.0. Learn how to automate tasks in InfoPath, Word, Excel, Outlook, PowerPoint, Visio, and Project 2007 with greater programming power and flexibility than was available from the VBA language. With this book and the mastery of VSTO you will learn, Office will no longer be an application to you; it will be a platform for developing custom applications.VSTO 3 is the most recent version of VSTO, making use of Visual Studio 2008, and working with Office 2007. This book shows how VSTO puts Office automation into the hands of developers, allowing them to use the power of the .NET framework to automate Office applications thus increasing the speed of the applications, their security, and the opportunity to use other parts of the .NET Framework such as its data handling capabilities.This book builds a solid programming foundation in VSTO for brand-new Office developers. You will leave behind the world of VBA programming and take your first steps into the powerful and exciting world of using C# to create Office 2007 applications. Packed with examples and covering all the main Office applications, this book will have you creating fully featured Office extensions before you know it.

Hands-On Network Programming with C. Learn socket programming in C and write secure and optimized network code

Lewis Van Winkle

Network programming enables processes to communicate with each other over a computer network, but it is a complex task that requires programming with multiple libraries and protocols. With its support for third-party libraries and structured documentation, C is an ideal language to write network programs.Complete with step-by-step explanations of essential concepts and practical examples, this C network programming book begins with the fundamentals of Internet Protocol, TCP, and UDP. You’ll explore client-server and peer-to-peer models for information sharing and connectivity with remote computers. The book will also cover HTTP and HTTPS for communicating between your browser and website, and delve into hostname resolution with DNS, which is crucial to the functioning of the modern web. As you advance, you’ll gain insights into asynchronous socket programming and streams, and explore debugging and error handling. Finally, you’ll study network monitoring and implement security best practices.By the end of this book, you’ll have experience of working with client-server applications and be able to implement new network programs in C.The code in this book is compatible with the older C99 version as well as the latest C18 and C++17 standards. You’ll work with robust, reliable, and secure code that is portable across operating systems, including Winsock sockets for Windows and POSIX sockets for Linux and macOS.

Bayesian Analysis with Python. A practical guide to probabilistic modeling - Third Edition

Osvaldo Martin, Christopher Fonnesbeck, Thomas Wiecki

The third edition of Bayesian Analysis with Python serves as an introduction to the main concepts of applied Bayesian modeling using PyMC, a state-of-the-art probabilistic programming library, and other libraries that support and facilitate modeling like ArviZ, for exploratory analysis of Bayesian models; Bambi, for flexible and easy hierarchical linear modeling; PreliZ, for prior elicitation; PyMC-BART, for flexible non-parametric regression; and Kulprit, for variable selection.In this updated edition, a brief and conceptual introduction to probability theory enhances your learning journey by introducing new topics like Bayesian additive regression trees (BART), featuring updated examples. Refined explanations, informed by feedback and experience from previous editions, underscore the book's emphasis on Bayesian statistics. You will explore various models, including hierarchical models, generalized linear models for regression and classification, mixture models, Gaussian processes, and BART, using synthetic and real datasets.By the end of this book, you will possess a functional understanding of probabilistic modeling, enabling you to design and implement Bayesian models for your data science challenges. You'll be well-prepared to delve into more advanced material or specialized statistical modeling if the need arises.

Windows 11 for Enterprise Administrators. Unleash the power of Windows 11 with effective techniques and strategies - Second Edition

Manuel Singer, Jeff Stokes, Steve Miles, Thomas Lee, ...

Windows 11 comes with a plethora of new security measures, customizability, and accessibility features that can help your organization run more smoothly. But, without a proper introduction to this new version of Windows, it’s easy to miss the most important improvements, along with configuration options that will make migrating to Windows 11 frictionless.Windows 11 for Enterprise Administrators helps you understand the installation process, configuration methods, deployment scenarios, and management strategies. You’ll delve into configuring Remote Server Administration Tools for remote Windows Server and Azure Active Directory management. This edition emphasizes PowerShell's role in automating administrative tasks, and its importance in Windows 11 and Windows Server management. It also provides comprehensive insights into Windows 11 updates, including Version 21H2 and 22H2, contrasting them with Windows 10, ensuring your knowledge stays current with the latest enhancements in the Windows ecosystem.By the end of this book, you'll be well-equipped with Windows 11's vital technologies and potentials, enabling you to adeptly oversee and implement these attributes within your company.

Mastering Wireshark. Analyze data network like a professional by mastering Wireshark - From 0 to 1337

Charit Mishra, Piyush Verma

Wireshark is a popular and powerful tool used to analyze the amount of bits and bytes that are flowing through a network. Wireshark deals with the second to seventh layer of network protocols, and the analysis made is presented in a human readable form. Mastering Wireshark will help you raise your knowledge to an expert level. At the start of the book, you will be taught how to install Wireshark, and will be introduced to its interface so you understand all its functionalities. Moving forward, you will discover different ways to create and use capture and display filters. Halfway through the book, you’ll be mastering the features of Wireshark, analyzing different layers of the network protocol, looking for any anomalies. As you reach to the end of the book, you will be taught how to use Wireshark for network security analysis and configure it for troubleshooting purposes.