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A guide to applied machine learning for biologists

Record Type:	Electronic resources : Monograph/item
Title/Author:	A guide to applied machine learning for biologistsedited by Mohammad "Sufian" Badar.
other author:	Badar, Mohammad "Sufian".
Published:	Cham :Springer International Publishing :2023.
Description:	xiv, 262 p. :ill., digital ;24 cm.
Contained By:	Springer Nature eBook
Subject:	BiologyData processing.
Online resource:	https://doi.org/10.1007/978-3-031-22206-1
ISBN:	9783031222061$q(electronic bk.)

A guide to applied machine learning for biologists
A guide to applied machine learning for biologists[electronic resource] /edited by Mohammad "Sufian" Badar. - Cham :Springer International Publishing :2023. - xiv, 262 p. :ill., digital ;24 cm.

Basics of Modern Computer Systems (Unix/Linux Centric) -- The Python Programming Language ( A tool to enter the world of Machine Learning) -- Basic Math -- Introduction to the World of Bioinformatics -- Introduction to Artificial Intelligence & ML -- Fundamentals of ML -- Applications in the field of Bioinformatics -- Case Studies and a Minor Project -- Future Prospects -- Further Readings.

This textbook is an introductory guide to applied machine learning, specifically for biology students. It familiarizes biology students with the basics of modern computer science and mathematics and emphasizes the real-world applications of these subjects. The chapters give an overview of computer systems and programming languages to establish a basic understanding of the important concepts in computer systems. Readers are introduced to machine learning and artificial intelligence in the field of bioinformatics, connecting these applications to systems biology, biological data analysis and predictions, and healthcare diagnosis and treatment. This book offers a necessary foundation for more advanced computer-based technologies used in biology, employing case studies, real-world issues, and various examples to guide the reader from the basic prerequisites to machine learning and its applications.

ISBN: 9783031222061$q(electronic bk.)

Standard No.: 10.1007/978-3-031-22206-1doiSubjects--Topical Terms:

182550
Biology
--Data processing.

LC Class. No.: QH324.2

Dewey Class. No.: 570.285631

A guide to applied machine learning for biologists
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505 0 $a Basics of Modern Computer Systems (Unix/Linux Centric) -- The Python Programming Language ( A tool to enter the world of Machine Learning) -- Basic Math -- Introduction to the World of Bioinformatics -- Introduction to Artificial Intelligence & ML -- Fundamentals of ML -- Applications in the field of Bioinformatics -- Case Studies and a Minor Project -- Future Prospects -- Further Readings.
520 $a This textbook is an introductory guide to applied machine learning, specifically for biology students. It familiarizes biology students with the basics of modern computer science and mathematics and emphasizes the real-world applications of these subjects. The chapters give an overview of computer systems and programming languages to establish a basic understanding of the important concepts in computer systems. Readers are introduced to machine learning and artificial intelligence in the field of bioinformatics, connecting these applications to systems biology, biological data analysis and predictions, and healthcare diagnosis and treatment. This book offers a necessary foundation for more advanced computer-based technologies used in biology, employing case studies, real-world issues, and various examples to guide the reader from the basic prerequisites to machine learning and its applications.
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