An Introduction to Machine Learning | Buch

Cover: 9783030157289 | An Introduction to Machine Learning | Gopinath Rebala (u. a.) | Buch

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Sprache: Englisch

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Beschreibung

Just like electricity, Machine Learning will revolutionize our life in many ways ¿ some of which are not even conceivable today. This book provides a thorough conceptual understanding of Machine Learning techniques and algorithms. Many of the mathematical concepts are explained in an intuitive manner. The book starts with an overview of machine learning and the underlying Mathematical and Statistical concepts before moving onto machine learning topics. It gradually builds up the depth, covering many of the present day machine learning algorithms, ending in Deep Learning and Reinforcement Learning algorithms. The book also covers some of the popular Machine Learning applications. The material in this book is agnostic to any specific programming language or hardware so that readers can try these concepts on whichever platforms they are already familiar with.
Offers a comprehensive introduction to Machine Learning, while not assuming any priorknowledge of the topic;

Provides a complete overview of available techniques and algorithms in conceptual terms, covering various application domains of machine learning;

Not tied to any specific software language or hardware implementation.

Über den Autor

Gopinath Rebala is Chief Technical Officer at OpsMx, Inc. in San Ramon, California.

Ajay Ravi is a Software Engineer at Intel, Inc. in San Jose, California.

Sanjay Churiwala is Senior Director at Xilinx, in Hyderabad, India.

Zusammenfassung

Offers a comprehensive introduction to Machine Learning, while not assuming any prior knowledge of the topic

Provides a complete overview of available techniques and algorithms in conceptual terms, covering various application domains of machine learning

Not tied to any specific software language or hardware implementation

Inhaltsverzeichnis

Introduction.- Basics before Machine Learning.- Learning Models.- Regression.- Improving Further.- Classification.- Clustering (unsupervised Learning).- Random Forests.- Testing the Algorithm and the Network.- Neural Network.- Reinforcement Learning.- Deep Learning.- Principal Component Analysis.- Anomaly Detection.- Recommender System.- Feature Search/Convolution.- Natural Language Processing.- Language Translation.- AlphaGo.- Data Quality.- System Improvement.- Software stack.- Hardware Implementations.

Details

Erscheinungsjahr:	2019
Fachbereich:	Nachrichtentechnik
Genre:	Technik
Rubrik:	Naturwissenschaften & Technik
Medium:	Buch
Inhalt:	xxii 263 S. 6 s/w Illustr. 77 farbige Illustr. 263 p. 83 illus. 77 illus. in color.
ISBN-13:	9783030157289
ISBN-10:	3030157288
Sprache:	Englisch
Ausstattung / Beilage:	HC runder Rücken kaschiert
Einband:	Gebunden
Autor:	Rebala, Gopinath Churiwala, Sanjay Ravi, Ajay
Auflage:	1st ed. 2019
Hersteller:	Springer International Publishing Springer International Publishing AG
Maße:	241 x 160 x 22 mm
Von/Mit:	Gopinath Rebala (u. a.)
Erscheinungsdatum:	17.05.2019
Gewicht:	0,6 kg

Artikel-ID: 115449443