Master machine learning concepts and develop real-world solutions Machine learning offers immense opportunities, and Introducing Machine Learning delivers practical knowledge to make the most of them. Dino and Francesco Esposito start with a quick overview of the foundations of artificial intelligence and the basic steps of any machine learning project. Next, they introduce Microsoft’s powerful ML.NET library, including capabilities for data processing, training, and evaluation. They present families of algorithms that can be trained to solve real-life problems, as well as deep learning techniques utilizing neural networks. The authors conclude by introducing valuable runtime services available through the Azure cloud platform and consider the long-term business vision for machine learning. · 14-time Microsoft MVP Dino Esposito and Francesco Esposito help you · Explore what’s known about how humans learn and how intelligent software is built · Discover which problems machine learning can address · Understand the machine learning pipeline: the steps leading to a deliverable model · Use AutoML to automatically select the best pipeline for any problem and dataset · Master ML.NET, implement its pipeline, and apply its tasks and algorithms · Explore the mathematical foundations of machine learning · Make predictions, improve decision-making, and apply probabilistic methods · Group data via classification and clustering · Learn the fundamentals of deep learning, including neural network design · Leverage AI cloud services to build better real-world solutions faster About This Book · For professionals who want to build machine learning applications: both developers who need data science skills and data scientists who need relevant programming skills · Includes examples of machine learning coding scenarios built using the ML.NET library

Introducing Machine Learning (Developer Reference)

Computers & Technology

Esposito, Dino

Esposito, Francesco

Computer Science

Microsoft Press

Programming Ml.net

The expert guide to creating production machine learning solutions with ML.NET!\nML.NET brings the power of machine learning to all .NET developers― and Programming ML.NET helps you apply it in real production solutions. Modeled on Dino Esposito’s best-selling Programming ASP.NET, this book takes the same scenario-based approach Microsoft’s team used to build ML.NET itself. After a foundational overview of ML.NET’s libraries, the authors illuminate mini-frameworks (“ML Tasks”) for regression, classification, ranking, anomaly detection, and more. For each ML Task, they offer insights for overcoming common real-world challenges. Finally, going far beyond shallow learning, the authors thoroughly introduce ML.NET neural networking. They present a complete example application demonstrating advanced Microsoft Azure cognitive services and a handmade custom Keras network― showing how to leverage popular Python tools within .NET.\n14-time Microsoft MVP Dino Esposito and son Francesco Esposito show how to: 
Build smarter machine learning solutions that are closer to your user’s needs See how ML.NET instantiates the classic ML pipeline, and simplifies common scenarios such as sentiment analysis, fraud detection, and price prediction Implement data processing and training, and “productionize” machine learning–based software solutions Move from basic prediction to more complex tasks, including categorization, anomaly detection, recommendations, and image classification Perform both binary and multiclass classification Use clustering and unsupervised learning to organize data into homogeneous groups Spot outliers to detect suspicious behavior, fraud, failing equipment, or other issues Make the most of ML.NET’s powerful, flexible forecasting capabilities Implement the related functions of ranking, recommendation, and collaborative filtering Quickly build image classification solutions with ML.NET transfer learning Move to deep learning when standard algorithms and shallow learning aren’t enough “Buy” neural networking via the Azure Cognitive Services API, or explore building your own with Keras and TensorFlow

Programming ML.NET (Developer Reference)

Clean Architecture with .NET (Developer Reference)

Programming

Clean Architecture With .net

Hoboken : Microsoft Press

Most Web applications follow a simple “3F” pattern: fetch, format, and forward to the browser. With this in-depth guide, you’ll take your ASP.NET and ADO.NET skills to the next level and learn key techniques to develop more complex Web applications. Discover how to build applications for ad-hoc and effective Web reporting, applications that work disconnected from the data source and use XML to communicate with non-.NET systems, and general-purpose applications that take advantage of the data abstraction of ADO.NET. Along the way, you’ll learn how to take advantage of code reusability, user controls, code-behind, custom Web controls, and other time-saving techniques employed by ASP.NET experts. Topics covered include: <ul>
<li>Data-bound .NET controls</li> <li>Templated and editable data grids</li> <li>Code reusability in .NET</li> <li>Advanced reporting</li> <li>Disconnected applications</li> <li>Interoperable applications</li> <li>XML Web services</li> <li>.NET Managed Providers</li> </ul>
CD-ROM FEATURES: <ul>
<li>A fully searchable electronic copy of the book</li> <li>Sample code written in Microsoft Visual C# .NET and Visual Basic .NET</li> </ul>
For customers who purchase an ebook version of this title, instructions for downloading the CD files can be found in the ebook.

Building Web Solutions with ASP.NET and ADO.NET

Web Development & Design

XML is everywhere in the Microsoft .NET Framework, from Remoting to Web services and from data access to configuration. Learn about the extensive XML core classes in .NET and find out how to program against its parser in this in-depth guide—written by a popular programming author and consultant on cutting-edge technologies such as Microsoft ASP.NET and Microsoft ADO.NET. You’ll find authoritative explanations of technologies such as schemas, transformations, and XPath, plus extensive discussion of data access issues such as synchronization and serialization, the DiffGram format, and the XML extensions in Microsoft SQL Server 2000. Along the way, you’ll learn exactly how to get the best performance out of XML in the .NET world. You’ll also get answers to common questions such as, “When should I use XML Web services instead of Remoting?” Topics covered include: XML CORE CLASSES IN THE .NET FRAMEWORK <ul>
<li>The .NET XML parsing model</li> <li>XML readers and writers</li> <li>Validating readers and writers</li> <li>XML Schema</li> </ul>
XML DATA MANIPULATION <ul>
<li>The XML DOM in .NET</li> <li>XPath</li> <li>XSLT</li> </ul>
XML AND DATA ACCESS <ul>
<li>XML extensions in SQL Server 2000</li> <li>DataSet serialization</li> <li>The DiffGram format</li> </ul>
APPLICATION INTEROPERABILITY <ul>
<li>The XML Serializer</li> <li>.NET Remoting</li> <li>XML Web services</li> <li>XML data islands</li> <li>Configuration files</li>
</ul>

Applied XML Programming for Microsoft® .NET

Advance your expertise with ASP.NET and the Microsoft .NET Framework—and build dynamic Web solutions that can run on any browser or mobile device. This guide expertly balances coverage of ASP.NET infrastructure with practical, hands-on examples you can modify for your own Web applications and services. As you examine ASP.NET infrastructure—including the HTTP runtime, standard and custom controls, configuration, and security issues—you’ll learn techniques and best practices for building high-performance, effective, and functional solutions. Whether you’re creating a dynamic portal application or a corporate intranet, this must-have reference demonstrates how to use ASP.NET to accelerate your productivity—and shave precious hours off your development time. Discover how to: <ul>
<li>Access data using ADO.NET</li> <li>Master the DataGrid control to display, edit, and page through data</li> <li>Program page forms to enable multiple forms and pop-up windows </li> <li>Use ASP.NET mobile controls to write one application that can run on multiple devices </li> <li>Write statefull session-based Web services</li> <li>Reuse common UI elements across applications with Web Forms user controls</li> <li>Use inheritance to modify existing ASP.NET controls for your own programs </li> <li>Create data-bound and templated custom controls from scratch </li> <li>Deliver dynamically generated images to the Web with GDI+</li> <li>Learn state management techniques that help optimize scalability</li> <li>Get best practices for writing attack-resistant code</li> <li>Configure ASP.NET files for deployment and fine-tune application performance</li> <li>Configure the HTTP pipeline to serve ASP.NET pages</li>
</ul>

Programming Microsoft® ASP.NET

About the Technology: ASP.NET is a leading-edge tool in Web development. According to a recent survey performed by Microsoft, there are 2.1 million professional Web developers and 1.8 million hobbyist Web developers (Developer Sizing, 9/01). According to the latest Dev Tracker report, 54% of Web developers use ASP, and 19% of Web developers use ASP.NET (Dev Tracker Q4, 2002). The ASP/ASP.NET community is therefore an estimated 2.8 million Web developers. The next version of ASP.NET, ASP.NET 2.0, is planned as part of the Whidbey release of Microsoft Visual Studio .NET, which is currently slated for fall or winter of 2004. In the meantime, the ASP.NET team will be making the beta widely available--the Tech Preview is slated to be released at PDC, which is scheduled for the last week of October in Los Angeles, CA. This book will have a natural life of approximately one year--from the release of the Tech Preview through to the release of the final product.

Introducing Microsoft ASP.Net 2.0

Build your expertise as you move beyond the basics—and delve into the core topics of programming with ASP.NET 2.0. Useful to both experienced developers and those developing new skills, this ultimate reference is packed with expert guidance, hands-on programming instruction, and practical examples to help you advance your mastery of developing applications for the Web. Discover how to: <ul>
<li>Author rich, visually consistent pages and manage layout with themes and Master pages</li> <li>Create personalized pages that persist user preferences</li> <li>Retrieve, modify, and manage data with Microsoft ADO.NET</li> <li>Configure the HTTP pipeline to serve ASP.NET 2.0 pages</li> <li>Control program flow by tracing and handling exceptions</li> <li>Design caching layers and learn state management techniques to optimize application performance</li> <li>Manage users with membership control, registration, and authentication capabilities</li> <li>Build real-world data access layers using common design patterns</li> <li>Use custom collections with data source controls</li> <li>Learn the internals of grid controls</li> </ul>
PLUS—Get code samples on the Web

Programming Microsoft® ASP.NET 2.0 Core Reference

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