Patent ID: 11866055
Assignee: SAMSARA INC.
Field: Computer technology (Electrical engineering)
Classification: CPC B  G | IPC B  G

Claim 0:
1. A vehicle device comprising:
a computer readable storage medium having program instructions embodied therewith; and
one or more processors configured to execute the program instructions to cause the vehicle device to:
access metadata associated with a vehicle, wherein the metadata comprises one or more characteristics of the vehicle;
compare the metadata with segmentation data, wherein the segmentation data identifies statistics associated with tuning particular models;
determine how to segment a neural network based at least in part on comparing the metadata with the segmentation data;
generate a modular neural network based at least in part on determining how to segment the neural network, the modular neural network comprising a plurality of models, wherein each of the plurality of models is independently trainable;
obtain sensor data associated with the vehicle;
execute the modular neural network based at least in part on the sensor data;
identify a particular model of the plurality of models based at least in part on an output of the modular neural network; and
independently train the particular model based at least in part on the output of the modular neural network.