Cisco technology, inc. (20250086493). MODEL ASSEMBLY WITH KNOWLEDGE DISTILLATION
MODEL ASSEMBLY WITH KNOWLEDGE DISTILLATION
Organization Name
Inventor(s)
Yuguang Yao of Lansing MI (US)
Yuzhang Shang of Chicago IL (US)
Ramana Rao V. R. Kompella of Foster City CA (US)
Charles Fleming of Oxford MS (US)
MODEL ASSEMBLY WITH KNOWLEDGE DISTILLATION
This abstract first appeared for US patent application 20250086493 titled 'MODEL ASSEMBLY WITH KNOWLEDGE DISTILLATION
Original Abstract Submitted
in one implementation, a device receives, via a user interface, one or more constraint parameters for each of a plurality of machine learning models that perform different analytics tasks. the device computes, based on the one or more constraint parameters, a set of weights for the plurality of machine learning models. the device generates a unified model by performing knowledge distillation on the plurality of machine learning models using the set of weights. the device deploys the unified model for execution by a particular node in a network.