Vivo mobile communication co., ltd. (20240346330). MODEL TRAINING METHOD AND APPARATUS AND COMMUNICATION DEVICE simplified abstract
Contents
MODEL TRAINING METHOD AND APPARATUS AND COMMUNICATION DEVICE
Organization Name
vivo mobile communication co., ltd.
Inventor(s)
MODEL TRAINING METHOD AND APPARATUS AND COMMUNICATION DEVICE - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240346330 titled 'MODEL TRAINING METHOD AND APPARATUS AND COMMUNICATION DEVICE
Simplified Explanation: The patent application describes a method for training models and a communication device. The method involves sending a training request message to other network elements, receiving information from them, and performing model training based on the data received.
- The method involves sending a federated model training request message to other network elements.
- Information is received from the other network elements to aid in model training.
- Model training is performed based on the data received to obtain a target model.
Key Features and Innovation:
- Federated model training process involving multiple network elements.
- Collaboration between network elements for model training.
- Improved model training efficiency and accuracy.
Potential Applications: The technology can be applied in various fields such as machine learning, artificial intelligence, data analysis, and network communication systems.
Problems Solved: The technology addresses the challenges of collaborative model training, data sharing between network elements, and improving model training outcomes.
Benefits:
- Enhanced model training accuracy.
- Efficient collaboration between network elements.
- Improved performance of trained models.
Commercial Applications: The technology can be utilized in industries such as healthcare, finance, e-commerce, and telecommunications for optimizing data analysis and model training processes.
Prior Art: Further research can be conducted on federated learning, collaborative model training, and communication protocols in network systems.
Frequently Updated Research: Stay updated on advancements in federated learning, model training methods, and communication technologies for enhanced model training processes.
Questions about Model Training Method: 1. How does the federated model training process improve model training efficiency? 2. What are the potential challenges in implementing collaborative model training across network elements?
Original Abstract Submitted
a model training method and apparatus and a communication device are provided. the model training method includes: sending, by a first network element, a federated model training request message to at least one second network element when performing a federated model training process corresponding to a model training task. the at least one second network element is a network element participating in the federated model training process. the model training method further includes receiving, by the first network elements, first information sent by the at least one second network element. the model training method also includes performing, by the first network element, model training based on the first model training intermediate data reported by the at least one second network element to obtain a target model or second model training intermediate data.
