دانلود کتاب یادگیری ماشین در علوم زیستی

This book has been designed to introduce the reader to the developing science of machine learning together with an overview of diverse and recent applications of Machine Learning (ML) in diverse domains of biological sciences including animal sciences, agriculture, healthcare, and its applications in the study of complex diseases like epilepsy, diabetes, cardiovascular disorders (CVD), neglected Tropical Diseases, (nTD), cancer biology, epigenetics, autoimmune disorders, infectious diseases, drug resistance, domains with a lack of effective diagnostics, bio-robots and applications in biology, study of basic biology, and plant sciences. Machine learning is finding major applications in process modeling, computer vision, signal processing, speech recognition and language understanding and processing, and life and health sciences. This book has been designed to comprise eight major sections, with chapters highlighting the application of ML in a specific domain of biology. The book highlights application studies in the healthcare industry including cloud computing infrastructure, medical knowledge in health, and various applications of Microsoft, Google, Facebook, and PyTorch in the biology and health sector. With an introduction to ML and the various ML methods, the book covers interesting and timely aspects such as applications of ML in genetics, cell biology, study of cell fate in developmental biology research, and study of plant–pathogen interactions and animal behavior. The book discusses computational methods for toxicity prediction of environmental chemicals and drugs with a major focus on research in the field of biology. It discusses challenges in precision farming, plant disease biology research, and recent developments in ML in plant disease research, understanding plant–pathogen interactions, and is of importance to animal and plant product-based industrial research. It highlights ML and its application in recent advances in zoonotic infections, in animal health and veterinary sciences, precision farming, and study of animal behavior.