首页|Patent Issued for Architecture to support color scheme-based synchronization for machine learning (USPTO 11934863)
Patent Issued for Architecture to support color scheme-based synchronization for machine learning (USPTO 11934863)
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Patent number 11934863 is assigned to Marvell Asia Pte Ltd. (Singapore, Singapor e).The following quote was obtained by the news editors from the background informa tion supplied bythe inventors: “Applied Machine Learning (ML) is a booming fiel d that utilizes a cascade of layers ofnonlinear processing units and algorithms for feature extraction and transformation with a wide variety of usages and app lications. ML typically involves two phases, training, which uses a rich set of trainingdata to train a plurality of machine learning models, and inference, wh ich applies the trained machinelearning models to actual applications. Each of the two phases poses a distinct set of requirements forits underlying infrastru ctures. Various infrastructures may be used, e.g., graphics processing unit (GPU), a central processing unit (CPU), a Field Programmable Gate Array (FPGA), an A pplication SpecificIntegrated Circuit (ASIC), etc. Specifically, the training p hase focuses on, as a non-limiting example,GPU or ASIC infrastructures that sca le with the trained models and retraining frequency, wherein the keyobjective o f the training phase is to achieve high performance and reduce training time. Th e inferencephase, on the other hand, focuses on infrastructures that scale with the applications, user, and data, andthe key objective of the inference phase is to achieve energy (e.g., performance per watt) and capital (e.g.,return on i nvestment) efficiency.
BusinessCyborgsEmerging TechnologiesMachine LearningMarvell Asia Pte Ltd
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