公开(公告)号：US20240028946A1

公开(公告)日：2024-01-25

申请号：US17868925

申请日：2022-07-20

Applicant: Edge Impulse Inc.

Inventor： Johannes Jongboom ,  Mathijs Iskander Baaijens ,  Daniel Situnayake

IPC: G06N20/00 ,  G06K9/62 ,  G06F9/38

CPC classification number: G06N20/00 ,  G06K9/6262 ,  G06F9/3869

Abstract: An input indicating a target device may be received. A processor may execute instructions stored in memory to determine performances of multiple configurations of a pipeline. The pipeline may include a signal processing component and a machine learning component. A configuration of the multiple configurations may vary one or more parameters for configuring the signal processing component or the machine learning component. A performance of a configuration of the multiple configurations may be determined based on the target device, indicated by the input, for implementing the configuration. In some implementations, determining a performance of a configuration may include calculating a latency, a memory usage, an energy usage, or an accuracy associated with the configuration when implemented on the target device.