Federated Learning Management for Telecom Operators

• Grant number: 25/02093-3
• Support Opportunities: Scholarships in Brazil - Master
• Start date: April 01, 2025
• End date: March 31, 2027
• Field of knowledge: Physical Sciences and Mathematics - Computer Science - Computer Systems
• Principal Investigator: Luiz Fernando Bittencourt
• Grantee: Mateus Carmo de Oliveira
• Host Institution: Instituto de Computação (IC). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil
• Company: Universidade Estadual de Campinas (UNICAMP). Faculdade de Engenharia Elétrica e de Computação (FEEC)
• Associated research grant: 21/00199-8 - SMART NEtworks and ServiceS for 2030 (SMARTNESS), AP.PCPE

Abstract

This Master's Project aims to study and propose management mechanisms in architectures of machine learning considering scenarios and use cases of telecommunications operators. These mechanisms will be responsible for determining the dynamic participation of clientes in the training rounds, managing the distribution of trained models as well as their aggregation, and executing the inferences.