This series of modules introduces key concepts in data science in the context of application in materials science and engineering. The end to end modules include:
The modules are self-contained and modular, they are designed for easy incorporation into existing courses or for those interested in self-study.
All interactive computing is performed using cloud computing in nanoHUB, there is no need to download or install any software. All resources are open and free.
Knowledge and Skills
LINEAR REGRESSION MODELS
NEURAL NETWORKS FOR REGRESSION AND CLASSIFICATION
QUANTIFYING UNCERTAINTIES IN MACHINE LEARNING MODELS