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Machine Learning Projects for .NET Developers

Machine Learning Projects for .NET Developers Image

Book Details:

Publisher:Apress
Series: Apress , Learning
Author:Mathias Brandewinder
Edition:1
ISBN-10:1430267674
ISBN-13:9781430267676
Pages:300
Published:Jul 06 2015
Posted:Apr 12 2016
Language:English
Book format:PDF
Book size:6.91 MB

Book Description:

Machine Learning Projects for .NET Developers shows you how to build smarter .NET applications that learn from data, using simple algorithms and techniques that can be applied to a wide range of real-world problems. You'll code each project in the familiar setting of Visual Studio, while the machine learning logic uses F#, a language ideally suited to machine learning applications in .NET. If you're new to F#, this book will give you everything you need to get started. If you're already familiar with F#, this is your chance to put the language into action in an exciting new context.In a series of fascinating projects, you'll learn how to:Build an optical character recognition (OCR) system from scratchCode a spam filter that learns by exampleUse F#'s powerful type providers to interface with external resources (in this case, data analysis tools from the R programming language)Transform your data into informative features, and use them to make accurate predictionsFind patterns in data when you don't know what you're looking forPredict numerical values using regression modelsImplement an intelligent game that learns how to play from experienceAlong the way, you'll learn fundamental ideas that can be applied in all kinds of real-world contexts and industries, from advertising to finance, medicine, and scientific research. While some machine learning algorithms use fairly advanced mathematics, this book focuses on simple but effective approaches. If you enjoy hacking code and data, this book is for you.

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