An Introduction to Machine Learning

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, Database Management, General Computing
Cover of the book An Introduction to Machine Learning by Miroslav Kubat, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Miroslav Kubat ISBN: 9783319639130
Publisher: Springer International Publishing Publication: August 31, 2017
Imprint: Springer Language: English
Author: Miroslav Kubat
ISBN: 9783319639130
Publisher: Springer International Publishing
Publication: August 31, 2017
Imprint: Springer
Language: English

This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant applications. The main topics include Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, decision trees, neural networks, and support vector machines. Later chapters show how to combine these simple tools by way of “boosting,” how to exploit them in more complicated domains, and how to deal with diverse advanced practical issues. One chapter is dedicated to the popular genetic algorithms.

This revised edition contains three entirely new chapters on critical topics regarding the pragmatic application of machine learning in industry. The chapters examine multi-label domains, unsupervised learning and its use in deep learning, and logical approaches to induction. Numerous chapters have been expanded, and the presentation of the material has been enhanced. The book contains many new exercises, numerous solved examples, thought-provoking experiments, and computer assignments for independent work.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant applications. The main topics include Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, decision trees, neural networks, and support vector machines. Later chapters show how to combine these simple tools by way of “boosting,” how to exploit them in more complicated domains, and how to deal with diverse advanced practical issues. One chapter is dedicated to the popular genetic algorithms.

This revised edition contains three entirely new chapters on critical topics regarding the pragmatic application of machine learning in industry. The chapters examine multi-label domains, unsupervised learning and its use in deep learning, and logical approaches to induction. Numerous chapters have been expanded, and the presentation of the material has been enhanced. The book contains many new exercises, numerous solved examples, thought-provoking experiments, and computer assignments for independent work.

More books from Springer International Publishing

Cover of the book Effectiveness of Time Investments in Education by Miroslav Kubat
Cover of the book Hybrid Intelligent Systems by Miroslav Kubat
Cover of the book Diseases of the Cardiac Pump by Miroslav Kubat
Cover of the book The Quest to Cyber Superiority by Miroslav Kubat
Cover of the book Violence in Schools by Miroslav Kubat
Cover of the book Neuro-Organizational Culture by Miroslav Kubat
Cover of the book Membrane Proteins in Aqueous Solutions by Miroslav Kubat
Cover of the book Functions and Generality of Logic by Miroslav Kubat
Cover of the book Philosophical, Logical and Scientific Perspectives in Engineering by Miroslav Kubat
Cover of the book Multiobjective Linear Programming by Miroslav Kubat
Cover of the book Product Lifecycle Management and the Industry of the Future by Miroslav Kubat
Cover of the book Animal Models of Ophthalmic Diseases by Miroslav Kubat
Cover of the book The Palgrave Handbook of Criminology and the Global South by Miroslav Kubat
Cover of the book The Pragmeme of Accommodation: The Case of Interaction around the Event of Death by Miroslav Kubat
Cover of the book Society and Social Pathology by Miroslav Kubat
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy