name: ML
full_form: Machine Learning
context: The 5G system shall support split AI/ML inference between UE and Network Server/Application function with performance requirements as given in Table 7.10.1-1. Table 7.10.1-1 KPI Table of split AI/ML inference between UE and Network Server/Application function The 5G system shall support AI/ML model downloading with performance requirements as given in Table 7.10.1-2. Table 7.10.1-2 KPI Table of AI/ML model downloading The 5G system shall support Federated Learning between UE and Network Server/Application function with performance requirements as given in Table 7.10.1-3. Table 7.10.1-3: KPI Table of Federated Learning between UE and Network Server/Application function
description: Machine Learning (ML) refers to a subset of artificial intelligence that involves the use of algorithms and statistical models to enable machines to perform specific tasks without explicit instructions. In the context of the 5G system, ML is utilized for various purposes such as split AI/ML inference between User Equipment (UE) and Network Server/Application function, AI/ML model downloading, and Federated Learning. These applications are crucial for enhancing network efficiency, improving user experience, and enabling innovative services.
explanation: Machine Learning is classified under the Technology category because it represents a specific set of techniques and algorithms used within the telecommunications domain to improve network operations and service delivery. The mention of ML in the context of 3GPP's specifications for the 5G system highlights its role as a key technology driving advancements in telecommunications.
section_title: 7.10.1 KPI requirement for direct network connection
biotag_Context: O,B-Technology,O,O,O,O,B-Specification,O,O,B-Device,O,B-Network,O,O,O,O,O,O,O,O,O,O,O,O,B-Parameter,O,O,O,B-Specification,O,O,B-Device,O,B-Network,O,O,O,B-Technology,O,O,O,B-Specification,O,O,O,O,O,O,O,O,O,O,O,O,B-Parameter,O,O,B-Specification,O,O,O,B-Technology,O,O,O,O,O,O,B-Device,O,B-Network,O,O,O,O,O,O,O,O,O,O,O,O,B-Parameter,O,O,O,O,O,B-Device,O,B-Network,O,O
biotag_Description: B-Technology,I-Technology,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,B-Technology,O,B-Technology,O,O,O,O,O,O,O,O,B-Specification,O,O,B-Device,I-Device,O,O,B-Network,O,O,B-Specification,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O,O