Ashenden S.K. (Ed.) The Era of Artificial Intelligence, Machine Learning, and Data Science in the Pharmaceutical Industry

Elsevier, Academic Press, 2021. — 247 p. — ISBN 9780128200452.Эпоха искусственного интеллекта, машинного обучения и науки о данных в фармацевтической промышленностиThe Era of Artificial Intelligence, Machine Learning and Data Science in the Pharmaceutical Industry examines the drug discovery process, assessing how new technologies have improved effectiveness. Artificial intelligence and machine learning are considered the future for a wide range of disciplines and industries, including the pharmaceutical industry. In an environment where producing a single approved drug costs millions and takes many years of rigorous testing prior to its approval, reducing costs and time is of high interest. This book follows the journey that a drug company takes when producing a therapeutic, from the very beginning to ultimately benefitting a patient's life. This comprehensive resource will be.Introduction to drug discovery
Introduction to artificial intelligence and machine learning
Data types and resources
Target identification and validation
Hit discovery
Lead optimization
Evaluating safety and toxicity
Precision medicine
Image analysis in drug discovery
Clinical trials, real-world evidence, and digital medicine
Beyond the patient: Advanced techniques to help predict the fate and effects of pharmaceuticals in the environment