SYSTEMS AND METHODS FOR OBTAINING AN ARTIFICIAL INTELLIGENCE MODEL IN A PARALLEL CONFIGURATION
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United States of America Patent
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Issued Date -
Jul 23, 2020
app pub date -
Dec 3, 2019
filing date -
Jan 17, 2019
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Abstract
A system may include multiple client devices and a processing device communicatively coupled to the client devices. A client device may receive an initial artificial intelligence (AI) model, use a training dataset to perform an AI task, and update its AI model. The client device may verify the performance of the AI task to determine whether to accept or reject its updated AI model. Upon rejection, the client device may repeat updating its AI model until the updated AI model is accepted, or until a stopping criteria is met. The processing device may be configured to update the initial AI models based on the accepted updated AI models obtained in the multiple client devices, and repeat the process for each client device using the updated initial AI models. Training data for each of the client devices may contain a subset shuffled from a larger training dataset.
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