Machine Learning Applications In Software Engineering

Machine Learning Applications In Software Engineering
Author: Du Zhang
Publisher: World Scientific
Total Pages: 367
Release: 2005-02-21
Genre: Computers
ISBN: 9814481424


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Machine learning deals with the issue of how to build computer programs that improve their performance at some tasks through experience. Machine learning algorithms have proven to be of great practical value in a variety of application domains. Not surprisingly, the field of software engineering turns out to be a fertile ground where many software development and maintenance tasks could be formulated as learning problems and approached in terms of learning algorithms. This book deals with the subject of machine learning applications in software engineering. It provides an overview of machine learning, summarizes the state-of-the-practice in this niche area, gives a classification of the existing work, and offers some application guidelines. Also included in the book is a collection of previously published papers in this research area.


Machine Learning Applications In Software Engineering
Language: en
Pages: 367
Authors: Du Zhang
Categories: Computers
Type: BOOK - Published: 2005-02-21 - Publisher: World Scientific

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Machine learning deals with the issue of how to build computer programs that improve their performance at some tasks through experience. Machine learning algori
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"This book provides analysis, characterization and refinement of software engineering data in terms of machine learning methods. It depicts applications of seve
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Field-tested tips, tricks, and design patterns for building machine learning projects that are deployable, maintainable, and secure from concept to production.
Machine Learning Design Patterns
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Authors: Valliappa Lakshmanan
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The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog pr
Artificial Intelligence Methods For Software Engineering
Language: en
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Authors: Meir Kalech
Categories: Computers
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Software is an integral part of our lives today. Modern software systems are highly complex and often pose new challenges in different aspects of Software Engin