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.
General
Imprint: |
Springer Verlag, Singapore
|
Country of origin: |
Singapore |
Release date: |
May 2023 |
First published: |
2022 |
Authors: |
Shyamasree Ghosh
• Rathi Dasgupta
|
Dimensions: |
235 x 155mm (L x W) |
Pages: |
336 |
Edition: |
1st ed. 2022 |
ISBN-13: |
978-981-16-8883-6 |
Categories: |
Books
|
LSN: |
981-16-8883-4 |
Barcode: |
9789811688836 |
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