Methods, systems, articles of manufacture, and apparatus to optimize layers of a machine learning model for a target hardware platform
AssigneeIntel Corporation
InventorAmit Bleiweiss
Life of this patent
Estimating the term…
Abstract
Methods, apparatus, systems, and articles of manufacture are disclosed that optimize layers of a machine learning model for a target hardware platform. An example apparatus includes a communication processor to obtain information specific to the target hardware platform (THP) on which to execute the machine learning model; a layer generation controller to generate layers of the machine learning model based on the information specific to the THP; and a deployment controller to, in response to the machine learning model satisfying a threshold error metric, deploy the machine learning model to the THP.
Claims29
An apparatus to generate layers of a machine learning model for a target hardware platform, the apparatus comprising:
- a communication processor to obtain information specific to the target hardware platform (THP) on which to execute the machine learning model;
- a layer generation controller to generate layers of the machine learning model based on the information specific to the THP;
- and
- a deployment controller to, in response to the machine learning model satisfying a threshold error metric, deploy the machine learning model to the THP.
A tangible computer-readable medium comprising instructions which, when executed, cause at least one processor to at least:
- obtain information specific to a target hardware platform (THP) on which to execute a machine learning model;
- generate layers of the machine learning model based on information specific to the THP;
- and
- in response to the machine learning model satisfying a threshold error metric, deploy the machine learning model to the THP.
(canceled)
17-18. (canceled)
An apparatus to generate layers of a machine learning model for a target hardware platform, the apparatus comprising:
- means for processing communications to obtain information specific to the target hardware platform (THP) on which to execute the machine learning model;
- means for generating layers of the machine learning model to generate layers of the machine learning model based on the information specific to the THP;
- and
- means for deploying machine learning models to, in response to the machine learning model satisfying a threshold error metric, deploy the machine learning model to the THP.
24-27. (canceled)
A server to distribute first instructions on a network, the server comprising:
- at least one storage device including second instructions;
- and
- at least one processor to execute the second instructions to transmit the first instructions over the network, the first instructions, when executed, to cause at least one device to:
- obtain information specific to a target hardware platform (THP) on which to execute a machine learning model;
- generate layers of the machine learning model based on information specific to the THP;
- and
- in response to the machine learning model satisfying a threshold error metric, deploy the machine learning model to the THP.
33-45. (canceled)
Dependencies are inferred from the claim text.