國立虎尾科技大學 |

A guide to applied machine learning for biologists

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	A guide to applied machine learning for biologists/ edited by Mohammad "Sufian" Badar.
其他作者:	Badar, Mohammad "Sufian".
出版者:	Cham :Springer International Publishing : : 2023.,
面頁冊數:	xiv, 262 p. :ill., digital ; : 24 cm.;
Contained By:	Springer Nature eBook
標題:	Microbiology. -
電子資源:	https://doi.org/10.1007/978-3-031-22206-1
ISBN:	9783031222061

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

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

591510
Microbiology.

LC Class. No.: QH324.2

Dewey Class. No.: 570.285631

A guide to applied machine learning for biologists
LDR:02317nam a2200337 a 4500 001 1105570
003 DE-He213
005 20230621140333.0
006 m d
007 cr nn 008maaau
008 231013s2023 sz s 0 eng d
020 $a 9783031222061 $q (electronic bk.)
020 $a 9783031222054 $q (paper)
024 7 $a 10.1007/978-3-031-22206-1 $2 doi
035 $a 978-3-031-22206-1
040 $a GP $c GP
041 0 $a eng
050 4 $a QH324.2
072 7 $a UY $2 bicssc
072 7 $a PS $2 bicssc
072 7 $a SCI056000 $2 bisacsh
072 7 $a PSAX $2 thema
082 0 4 $a 570.285631 $2 23
090 $a QH324.2 $b .G946 2023
245 0 2 $a A guide to applied machine learning for biologists $h [electronic resource] / $c edited by Mohammad "Sufian" Badar.
260 $a Cham : $c 2023. $b Springer International Publishing : $b Imprint: Springer,
300 $a xiv, 262 p. : $b ill., digital ; $c 24 cm.
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.
650 2 4 $a Microbiology. $3 591510
650 2 4 $a Biotechnology. $3 554955
650 2 4 $a Biological Sciences. $3 790542
650 1 4 $a Bioinformatics. $3 583857
650 0 $a Machine learning. $3 561253
650 0 $a Biology $x Data processing. $3 563885
700 1 $a Badar, Mohammad "Sufian". $3 1414656
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer Nature eBook
856 4 0 $u https://doi.org/10.1007/978-3-031-22206-1
950 $a Biomedical and Life Sciences (SpringerNature-11642)