Machine Learning for Materials Discovery
portes grátis
Machine Learning for Materials Discovery
Numerical Recipes and Practical Applications
Krishnan, N. M. Anoop; Kodamana, Hariprasad; Bhattoo, Ravinder
Springer International Publishing AG
05/2024
279
Dura
Inglês
9783031446214
15 a 20 dias
Descrição não disponível.
Part I: Introduction.- Part II: Basics of Machine Learning Methods.- Introduction to Data-Based Modeling.- Model Development.- Introduction to Machine Learning.- Quick Dive into Probabilistic Methods.- Optimization.- Part III: Application in Glass Science.- Property Prediction.- Glass Discovery.- Understanding Glass Physics.- Atomistic Modeling.- Future Directions.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Property Prediction for Materials;Inverse Design of Materials;Machine Learning for Glasses;Computational Glass Modeling;Codes for Materials Design;Data-Driven Modelling;Bayesian Optimization;Composition-Property Models for Materials;Materials Property Prediction;Physics-Informed Machine Learning for Materials;Materials Science Deep Learning
Part I: Introduction.- Part II: Basics of Machine Learning Methods.- Introduction to Data-Based Modeling.- Model Development.- Introduction to Machine Learning.- Quick Dive into Probabilistic Methods.- Optimization.- Part III: Application in Glass Science.- Property Prediction.- Glass Discovery.- Understanding Glass Physics.- Atomistic Modeling.- Future Directions.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Property Prediction for Materials;Inverse Design of Materials;Machine Learning for Glasses;Computational Glass Modeling;Codes for Materials Design;Data-Driven Modelling;Bayesian Optimization;Composition-Property Models for Materials;Materials Property Prediction;Physics-Informed Machine Learning for Materials;Materials Science Deep Learning
