Browsing by Author "Rouhani, Bita Darvish"

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    Partitioned machine learning architecture
    (2024-03-05) Rouhani, Bita Darvish; Mirhoseini, Azalia; Koushanfar, Farinaz; Rice University; United States Patent and Trademark Office
    A system may include a processor and a memory. The memory may include program code that provides operations when executed by the processor. The operations may include: partitioning, based at least on a resource constraint of a platform, a global machine learning model into a plurality of local machine learning models; transforming training data to at least conform to the resource constraint of the platform; and training the global machine learning model by at least processing, at the platform, the transformed training data with a first of the plurality of local machine learning models.