Contact
Hoe winkelen bij ons werkt
Bezorging
Winkelgids
Engels
98 b
Tot 30 dagen retourrecht
Klanten kochten ook
/
Gebonden (paperback)
20.82
€
/
Gebonden (paperback)
27.19
€
/
Gebonden (paperback)
17.69
€
/
Gebonden (paperback)
64.00
€
This book presents a comprehensive range of topics in deep learning for polymer discovery, from fundamental concepts to advanced methodologies. These topics are crucial as they address critical challenges in polymer science and engineering. With a growing demand for new materials with specific properties, traditional experimental methods for polymer discovery are becoming increasingly time-consuming and costly. Deep learning offers a promising solution by enabling rapid screening of potential polymers and accelerating the design process. The authors begin with essential knowledge on polymer data representations and neural network architectures, then progress to deep learning frameworks for property prediction and inverse polymer design. The book then explores both sequence-based and graph-based approaches, covering various neural network types including LSTMs, GRUs, GCNs, and GINs. Advanced topics include interpretable graph deep learning with environment-based augmentation, semi-supervised techniques for addressing label imbalance, and data-centric transfer learning using diffusion models. The book aims to solve key problems in polymer discovery, including accurate property prediction, efficient design of polymers with desired characteristics, model interpretability, handling imbalanced and limited labeled data, and leveraging unlabeled data to improve prediction accuracy.
Informatie over het boek
Engels
Geef dit boek vandaag nog cadeau
Dat gaat heel eenvoudig
1 Voeg het boek toe aan je winkelwagentje en selecteer Als cadeau bezorgen 2 Je krijgt van ons per omgaand een voucher 3 Het boek wordt bezorgd op het adres van de ontvangerDit vind je misschien ook interessant
/
Gebonden (paperback)
29.72
€
/
Gebonden (paperback)
27.39
€
/
Gebonden (harde band)
22.34
€
/
Gebonden (harde band)
13.34
€
Hoi! Ik ben Libroamiko, je boekadviseur.
Hoe kan ik je helpen?