18347072. AUTO TUNED SWARM LEARNING MODELS (HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP)
Contents
AUTO TUNED SWARM LEARNING MODELS
Organization Name
HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
Inventor(s)
DIVYA C. Nambiar of Bangalore (IN)
Madhusoodhana Chari Sesha of Bangalore (IN)
Vikrant Mah Dhimate of Bangalore (IN)
AUTO TUNED SWARM LEARNING MODELS
This abstract first appeared for US patent application 18347072 titled 'AUTO TUNED SWARM LEARNING MODELS
Original Abstract Submitted
Swarm learning systems and methods can perform hyperparameter tuning. Network nodes train a common machine learning (ML) algorithm using data local to each of the network nodes. Hyperparameter optimization is also performed at each of the network nodes. Model parameters and optimized hyperparameters are shared by the network nodes, and are subsequently merged. An updated version of the common ML algorithm based on the merged model parameters and the merged optimized hyperparameters is generated. That updated version of the common ML algorithm is re-trained at each of the network nodes.
