Bank of America Corporation

Lingaraj Sabat

Madhusudhanan Krishnamoorthy

A machine learning training device having a clustering device configured to group machine learning training requests into a consolidated training block. The clustering device includes an isomorphism engine and an energy estimator configured to construct the consolidated training block based upon an amount of energy that will be saved by training the machine learning training requests together, thereby reducing an overall energy consumption by machine learning processes.

Machine learning training device

Systems, computer program products, and methods are described herein for secure data transmission using fully homomorphic encryption. The present invention is configured to electronically retrieve a data file from a source computing device, wherein the data file in encrypted using a public key; initiate a homomorphic engine on the data file, wherein the homomorphic engine comprises one or more homomorphic encryption algorithms; generate, using a first homomorphic encryption algorithm, a header and a trailer for the data file; generate, using the first homomorphic encryption algorithm, a unique row for the data file; generate an evaluation key based on at least generating the header, the trailer, and the unique row for the data file; append the header, the trailer, and the unique row to the data file to generate an appended data file; and transmit the appended data file to a target computing device.

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Hyderabad Telangana, India

Lingaraj Sabat