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Artificial Intelligence in Drug Design

Hardcover - 9781071617861
171,19 €
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Softcover - 9781071617892
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Weitere Formate

Softcover - 9781071617892
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Beschreibung

This volume looks at applications of artificial intelligence (AI), machine learning (ML), and deep learning (DL) in drug design. The chapters in this book describe how AI/ML/DL approaches can be applied to accelerate and revolutionize traditional drug design approaches such as:  structure- and ligand-based, augmented and multi-objective de novo drug design, SAR and big data analysis, prediction of binding/activity, ADMET, pharmacokinetics and drug-target residence time, precision medicine and selection of favorable chemical synthetic routes. How broadly are these approaches applied and where do they maximally impact productivity today and potentially in the near future. Written in the highly successful  Methods in Molecular Biology  series format, chapters include introductions to their respective topics, lists of the necessary software and tools, step-by-step, readily reproducible modeling protocols, and tips on troubleshooting and avoiding known pitfalls. 
Cutting-edge and unique,  Artificial Intelligence in Drug Design is a valuable resource for structural and molecular biologists, computational and medicinal chemists, pharmacologists and drug designers.

Details

Verlag Springer US
Ersterscheinung 04. November 2021
Maße 25.4 cm x 17.8 cm
Gewicht 1208 Gramm
Format Hardcover
ISBN-13 9781071617861
Auflage 1st ed. 2022
Seiten 529