A Guide to Applied Machine Learning for Biologists

2023
ISBN: 978-3-031-22208-5
Verlag: Springer Nature Switzerland

Buch, Englisch, 262 Seiten, Format (B × H): 155 mm x 235 mm, Gewicht: 429 g

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.

Zielgruppe

Upper undergraduate

Autoren/Hrsg.

Badar, Mohammad "Sufian"

Fachgebiete

• Naturwissenschaften Biowissenschaften Angewandte Biologie Bioinformatik
• Naturwissenschaften Biowissenschaften Mikrobiologie
• Technische Wissenschaften Verfahrenstechnik | Chemieingenieurwesen | Biotechnologie Biotechnologie
• Naturwissenschaften Biowissenschaften Biowissenschaften

Inhaltsverzeichnis

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.

Über Autor(innen)

Mohammad Sufian Badar has an MS in Molecular Science & Nanotechnology, and PhD in Engineering from Louisiana Tech University, Ruston, LA, USA,  and was Senior Teaching Faculty (equivalent to Associate Professor) in the Department of Bioengineering at the University of California in Riverside, California, USA. Dr. Sufian was born and raised in Nazra, Madhubani, Bihar, India.