MLExchange

MLExchange is an open source platform that deploys machine learning (ML) models for beamline scientific data analysis. This platform aims to encourage collaboration across user facilities, i.e., Argonne National Laboratory (ANL), Brookhaven National Laboratory (BNL), Lawrence Berkeley National Laboratory (LBNL), Oak Ridge National Laboratory (ORNL), and SLAC National Accelerator Laboratory (SLAC).

MLExchange is designed to work as an ecosystem, with applications accessing services, databases, repositories, and others. The workflow of MLExchange can be further explained by tracing the submission and deployment of a ML model within its ecosystem, as follows.