Machine Learning in Biological Sciences (PDF)
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This book gives an overview of applications of Machine Learning (ML) in diverse fields of biological sciences, including healthcare, animal sciences, agriculture, and plant sciences. Machine learning has major applications in process modelling, computer vision, signal processing, speech recognition, and language understanding and processing and life, and health sciences. It is increasingly used in understanding DNA patterns and in precision medicine. This book is divided into eight major sections, each containing chapters that describe the application of ML in a certain field. The book begins by giving an introduction to ML and the various ML methods. It then covers interesting and timely aspects such as applications in genetics, cell biology, the study of plant-pathogen interactions, and animal behavior. The book discusses computational methods for toxicity prediction of environmental chemicals and drugs, which forms a major domain of research in the field of biology.
It is of relevance to post-graduate students and researchers interested in exploring the interdisciplinary areas of use of machine learning and deep learning in life sciences.
Dr. Rathi Dasgupta, has been working in the computer science based industry since the last 25 years and is currently the SVP, Intelliswift Software Inc., Newark, CA, USA. He did his bachelor in Science with Major in Physics, St. Xavier's College, University of Calcutta, Calcutta, India, (Integrated MTech), radio physics & electronics, Institute of Radio Physics and Electronics, Master of Science (MS), Nuclear & Particle Physics, University College of Science & Technology, doctoral research, in theoretical physics, Saha Institute of Nuclear Physics, University of Calcutta and has been adjunct Faculty, Mathematics & Computer Science at MS in CSE & EE Class, Alliance University, visiting faculty, Computer Information Science, MBA Class, Indian Institute of Management, Bangalore and AssociateVisiting Professor, Computer Science & Mathematics, Xavier Institute of
- Autoren: Shyamasree Ghosh , Rathi Dasgupta
- 2022, 1st ed. 2022, 336 Seiten, Englisch
- Verlag: Springer Nature Singapore
- ISBN-10: 9811688818
- ISBN-13: 9789811688812
- Erscheinungsdatum: 04.05.2022
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- Dateiformat: PDF
- Größe: 10 MB
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