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Master the art of machine learning with .NET and gain insight into real-world applications About This Book Based on .NET framework 4.6.1, includes examples on ASP.NET Core 1.0 Set up your business application to start using machine learning techniques Familiarize the user with some of the more common .NET libraries for machine learning Implement several common machine learning techniques Evaluate, optimize and adjust machine learning models Who This Book Is For This book is targeted at .Net developers who want to build complex machine learning systems. Some basic understanding of data science is required. What You Will Learn Write your own machine learning applications and experiments using the latest .NET framework, including .NET Core 1.0 Set up your business application to start using machine learning. Accurately predict the future using regressions. Discover hidden patterns using decision trees. Acquire, prepare, and combine datasets to drive insights. Optimize business throughput using Bayes Classifier. Discover (more) hidden patterns using KNN and Naïve Bayes. Discover (even more) hidden patterns using K-Means and PCA. Use Neural Networks to improve business decision making while using the latest ASP.NET technologies. Explore ?Big Data?, distributed computing, and how to deploy machine learning models to IoT devices ? making machines self-learning and adapting Along the way, learn about Open Data, Bing maps, and MBrace In Detail .Net is one of the widely used platforms for developing applications. With the meteoric rise of Machine learning, developers are now keen on finding out how can they make their .Net applications smarter. Also, .NET developers are interested into moving into the world of devices and how to apply machine learning techniques to, well, machines. This book is packed with real-world examples to easily use machine learning techniques in your business applications. You will begin with introduction to F# and prepare yourselves for machine learning using .NET framework. You will be writing a simple linear regression model using an example which predicts sales of a product. Forming a base with the regression model, you will start using machine learning libraries available in .NET framework such as Math.NET, Numl.NET and Accord.NET with the help of a sample application. You will then move on to writing multiple linear regressions and logistic regressions. You will learn what is open data and the awesomeness of type providers...

Microsoft .NET Framework.

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Leverage the full potential of Entity Framework with this collection of powerful and easy-to-follow recipes About This Book Learn how to use the new features of Entity Framework Core 1 Improve your queries by leveraging some of the advanced features Avoid common pitfalls Make the best of your .NET APIs by integrating with Entity Framework Who This Book Is For This book is for .NET developers who work with relational databases on a daily basis and understand the basics of Entity Framework, but now want to use it in a more efficient manner. You are expected to have some prior knowledge of Entity Framework. What You Will Learn Master the technique of using sequence key generators Validate groups of entities that are to be saved / updated Improve MVC applications that cover applications developed using ASP.NET MVC Core 1 Retrieve database information (table, column names, and so on) for entities Discover optimistic concurrency control and pessimistic concurrency control. Implement Multilatency on the data side of things. Enhance the performance and/or scalability of Entity Framework Core Explore and overcome the pitfalls of Entity Framework Core In Detail Entity Framework is a highly recommended Object Relation Mapping tool used to build complex systems. In order to survive in this growing market, the knowledge of a framework that helps provide easy access to databases, that is, Entity Framework has become a necessity. This book will provide .NET developers with this knowledge and guide them through working efficiently with data using Entity Framework Core. You will start off by learning how to efficiently use Entity Framework in practical situations. You will gain a deep understanding of mapping properties and find out how to handle validation in Entity Framework. The book will then explain how to work with transactions and stored procedures along with improving Entity Framework using query libraries. Moving on, you will learn to improve complex query scenarios and implement transaction and concurrency control. You will then be taught to improve and develop Entity Framework in complex business scenarios. With the concluding chapter on performance and scalability, this book will get you ready to use Entity Framework proficiently. Style and approach Filled with rich code-based examples, this book takes a recipe-based approach that will teach .NET developers to improve their understanding of Entity Framework and help them effortlessly apply this kno...

Microsoft .NET Framework. --- Application software --- Development of application software --- Development.

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Get started as an application developer for the Microsoft HoloLens. The technology is new and this is the first book to describe the HoloLens wearable augmented reality device and provide step-by-step instructions on how developers can use the HoloLens SDK to create Windows 10 applications that merge holographic virtual reality with the wearer’s actual environment. Best-selling author Allen G. Taylor explains how to develop and deliver HoloLens applications via Microsoft’s ecosystem for third-party apps. Readers will learn how HoloLens differs from other virtual and augmented reality devices and how to create compelling applications to fully utilize its capabilities. You will learn: The features and capabilities of HoloLens How to build a simple Windows 10 app optimized for HoloLens The tools and resources contained in the HoloLens SDK How to build several HoloLens apps, using the SDK tools .

Microsoft software. --- Microsoft .NET Framework. --- Computer science. --- Microsoft and .NET. --- Computer Science, general. --- Microsoft Windows (Computer file) --- Microsoft HoloLens

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Develop applications for the Internet of Things on the Raspberry Pi using your Windows and .NET programming skills. This book helps you learn everything you need to know about Windows IoT Core in order to develop Windows apps that run on the Pi. Interest in connected devices is exploding, already including things such as thermostats and light bulbs. Going right along with the explosion of such devices is a growth in interest in how to program for them and how to capture and analyze the data they have to offer. Microsoft is responding to this trend with Windows 10 IoT Core, an edition of Windows aimed specifically at the Internet of Things. This book shows .NET programmers how they can transfer skill sets from desktop programming and apply those same skill sets now to programming for the Internet of Things. Microsoft’s release of Windows IoT Core is groundbreaking in how it makes the Raspberry Pi and Internet of Things programming accessible to Windows developers. Now it’s possible to develop for the Raspberry Pi using native Windows and all the related programming skills that Windows programmers have learned from developing desktop and mobile applications. Windows 10 becomes a gateway by which many can experience hardware and Internet of Things development who may never have had the opportunity otherwise. Windows 10 for the Internet of Things presents a set of example projects covering a wide range of techniques designed specifically to jump start your own Internet of Things creativity. Even savvy Windows programmers require help to get started with hardware development. Windows 10 for the Internet of Things provides just the help you need to get started in putting your Windows skills to use in a burgeoning new world of development for small devices that are ubiquitously connected to the Internet. With this book you will learn Windows 10 on the Raspberry Pi and how to: Read sensor data and control actuators Connect to and transmit data into the cloud Remotely control your devices from any web browser Develop IOT applications under Windows using C# and Python Store your IOT data in a database for later analysis.

Microsoft software. --- Microsoft .NET Framework. --- Control engineering. --- Robotics. --- Mechatronics. --- Electronics. --- Microelectronics. --- Microsoft and .NET. --- Control, Robotics, Mechatronics. --- Electronics and Microelectronics, Instrumentation. --- Microsoft Windows (Computer file)

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Develop applications for the Internet of Things on the Raspberry Pi using your Windows and .NET programming skills. This book helps you learn everything you need to know about Windows IoT Core in order to develop Windows apps that run on the Pi. Interest in connected devices is exploding, already including things such as thermostats and light bulbs. Going right along with the explosion of such devices is a growth in interest in how to program for them and how to capture and analyze the data they have to offer. Microsoft is responding to this trend with Windows 10 IoT Core, an edition of Windows aimed specifically at the Internet of Things. This book shows .NET programmers how they can transfer skill sets from desktop programming and apply those same skill sets now to programming for the Internet of Things. Microsoft’s release of Windows IoT Core is groundbreaking in how it makes the Raspberry Pi and Internet of Things programming accessible to Windows developers. Now it’s possible to develop for the Raspberry Pi using native Windows and all the related programming skills that Windows programmers have learned from developing desktop and mobile applications. Windows 10 becomes a gateway by which many can experience hardware and Internet of Things development who may never have had the opportunity otherwise. Windows 10 for the Internet of Things presents a set of example projects covering a wide range of techniques designed specifically to jump start your own Internet of Things creativity. Even savvy Windows programmers require help to get started with hardware development. Windows 10 for the Internet of Things provides just the help you need to get started in putting your Windows skills to use in a burgeoning new world of development for small devices that are ubiquitously connected to the Internet. With this book you will learn Windows 10 on the Raspberry Pi and how to: Read sensor data and control actuators Connect to and transmit data into the cloud Remotely control your devices from any web browser Develop IOT applications under Windows using C# and Python Store your IOT data in a database for later analysis.

Microsoft software. --- Microsoft .NET Framework. --- Control engineering. --- Robotics. --- Mechatronics. --- Electronics. --- Microelectronics. --- Microsoft and .NET. --- Control, Robotics, Mechatronics. --- Electronics and Microelectronics, Instrumentation. --- Microsoft Windows (Computer file)