IEEE

A Comparative Study of SMOTE-Enhanced Machine Learning Models for IoT Device Classification on the TON IoT Dataset

Abstract: The Internet of Things (IoT) has revolutionized numerous applications; however, it often produces datasets with significant class imbalances, which adversely affect the performance of ...
IEEE

Efficient Split Learning LSTM Models for FPGA-based Edge IoT Devices

Abstract: Split Learning (SL) recently emerged as an efficient paradigm for distributed Machine Learning (ML) suitable for the Internet Of Things (IoT)-Cloud systems. However, deploying SL on resource ...