Kniha Artificial Intelligence in Drug Design Alexander Heifetz

Artificial Intelligence in Drug Design

Jazyk: Angličtina
Väzba: Pevná
Vydavateľ: Springer US
Dostupnosť: Skladom u dodávateľa v malom množstve
Odosielame za 13-18 dní
238.68
This volume looks at applications of artificial intelligence (AI), machine learning (ML), and deep l...

Informácie o knihe

Jazyk
Angličtina
Väzba
Kniha - Pevná
Vydalo
2021
Stránok
544
EAN
9781071617861
ISBN
1071617869
Enbook ID
35976838
Vydavateľ
Hmotnosť
1208
Rozmery
183 x 260 x 35

Kompletný popis

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.

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