NISHAT TASNIM is a final-year student in the Department of Computer Science and Engineering at Bangmata Sheikh Fojilatunnesa Mujib Science & Technology University, Jamalpur, Bangladesh. Her research interests span Machine Learning (ML), Deep Learning (DL), Brain–Computer Interface (BCI), EEG signal processing, and biomedical engineering.