Buch
Materials Data Science
-Introduction to Data Mining, Machine Learning, and Data-Driven Predictions for Materials Science and Engineering-Stefan Sandfeld
96,29
EUR
Lieferzeit 12-13 Tage
Übersicht
Verlag | : | Springer International Publishing |
Buchreihe | : | The Materials Research Society Series |
Sprache | : | Englisch |
Erschienen | : | 27. 04. 2024 |
Seiten | : | 607 |
Einband | : | Gebunden |
Höhe | : | 235 mm |
Breite | : | 155 mm |
ISBN | : | 9783031465642 |
Sprache | : | Englisch |
Illustrationen | : | X, 607 p. 200 illus. in color. |
Autorinformation
Prof. Dr. Stefan Sandfeld is Director of the Institute for Advanced Simulation: Materials Data Science and Informatics (IAS-9) Forschungszentrum Juelich, Germany; and Professor/Chair of Materials Data Science and Materials Informatics, RWTH Aachen University. 
 
Inhaltsverzeichnis
Introduction to Data, Data Mining, and Prediction in Materials Science.- A Primer on Probabilities, Distributions and Statistics.- Introduction to Statistical Machine Learning.- Artificial Neural Networks and Deep Learning.- Advanced Topics of Machine Learning and Data Mining in Materials Science and Engineering.- Conclusion Outlook.- Appendix.