Materials Data Science

Materials Data Science

Introduction to Data Mining, Machine Learning, and Data-Driven Predictions for Materials Science and Engineering

Sandfeld, Stefan

Springer International Publishing AG

05/2024

618

Dura

Inglês

9783031465642

15 a 20 dias

Descrição não disponível.
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.
Data mining;data science;data-driven;machine learning;deep learning;supervised learning;unsupervised learning;regression;classification;cross validation;feature engineering;convolutional neural network;RNN;summary statistics;explorative data analysis;data transformation;outlier detection;anomalie detection