fairDMS: Rapid Model Training by Data and Model Reuse. (arXiv:2204.09805v2 [cs.LG] UPDATED)

Web: http://arxiv.org/abs/2204.09805

Extracting actionable information from data sources such as the Linac
Coherent Light Source (LCLS-II) and Advanced Photon Source Upgrade (APS-U) is
becoming more challenging due to the fast-growing data generation rate. The
rapid analysis possible with ML methods can enable fast feedback loops that can
be used to adjust experimental setups in real-time, for example when errors
occur or interesting events are detected. However, to avoid degradation in ML
performance over time due to changes in an instrument or sample, …

arxiv data model training