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Introduction to Machine Learning and Bioinformatics

Introduction to Machine Learning and Bioinformatics

Paperback

Series: Chapman & Hall/ CRC Computer Science & Data Analysis

BiologyChemistryProbability & Statistics

ISBN10: 0367387239
ISBN13: 9780367387235
Publisher: Crc Pr Inc
Published: Sep 19 2019
Pages: 384
Weight: 0.65
Height: 0.80 Width: 6.10 Depth: 9.10
Language: English
Examining the connections between these two increasingly intertwined areas, this text presents a unifying, thorough, and accessible introduction to the basic ideas and latest developments in machine learning and bioinformatics. It describes the major problems in bioinformatics and the concepts and algorithms of machine learning. The authors demonstrate the capabilities of key machine learning techniques, such as hidden Markov models and artificial neural networks, and apply state-of-the-art techniques to bioinformatics problems in structural biology, cancer treatment, and proteomics. They also include exercises at the end of some chapters and offer instructional materials on their website.

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