Koninklijke Philips Corporation N.v.

Maurice Leonardus Anna Stassen

Maurice Herman Johan Draaijer

Sel Brian Colak

Paulus Henricus Antonius Damink

Roy Creemers

The present disclosure is directed to methods and apparatus for evaluating resources that would be used by machine learning model(s) for purposes of implementing the machine learning model(s) on resource-constrained devices. For example, in one aspect, a plurality of layers in a machine learning model may be identified. A plurality of respective output sizes corresponding to the plurality of layers may be calculated. Based on the plurality of output sizes, a maximum amount of volatile memory used for application of the machine learning model may be estimated and compared to a volatile memory constraint of a resource-constrained computing device. Output indicative of a result of the comparing may be provided at one or more output components.

Evaluating resources used by machine learning model for implementation on resource-constrained device

The present disclosure is directed to methods and apparatus for tuning implementations of machine learning models for resource-constrained devices. In various embodiments, computer-readable instructions that utilize a trained machine learning model during execution of the computer-readable instructions on a resource-constrained device may be evaluated. Based on the evaluating, it may be determined that an amount of a first computing resource required by the resource-constrained device to execute the computer-readable instructions fails to satisfy a constraint related to the first computing resource. Based on the constraint, one or more candidate alterations to the computer-readable instructions may be identified.

Tuning implementation of machine learning model for resource-constrained device

In an optical communication method, an accurate common clock signal (GPS) is provided to a sender () and a receiver (). In the sender, the common clock signal is received, a first clock signal (CLK) is generated on the basis of said common clock signal, a carrier wave with a predetermined carrier frequency (f) is generated using said clock signal as timing reference, the carrier wave is modulated with a data signal, and the modulated carrier wave is transmitted using a light beam (). In the receiver, the common clock signal is received, a reference signal having the same frequency (f) as the carrier frequency is generated on the basis of said common clock signal, said optical beam () is received, a detection signal is derived from the optical beam, the receiver is tuned to the predetermined carrier frequency (f), and the data signal is derived from the detection signal.

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Eindhoven, Netherlands

Maurice Leonardus Anna Stassen