Machine Learning in Protein Science : Efficient Prediction of Protein Structures and Properties
Book Details
Format
Hardback or Cased Book
ISBN-10
3527352155
ISBN-13
9783527352159
Publisher
Wiley-VCH Verlag GmbH
Imprint
Blackwell Verlag GmbH
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Nov 5th, 2025
Print length
320 Pages
Product Classification:
Chemistry
Ksh 21,400.00
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Aimed at researchers in the molecular life sciences, this unique reference summarizes current approaches for harnessing the power of machine learning for more efficient full quantum mechanical (FQM) calculations in protein systems. Application examples range from property calculations (energy, force field, stability, protein-protein interaction, thermostability, molecular dynamics) to protein structure prediction to protein design and the optimization of enzymatic activity. From a methodological point of view, the practical reference covers the most important machine learning models and algorithms, from deep neural network (DNN) and transfer learning (TL) to hybrid unsupervised and supervised learning.
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