Experience
Research Experience
Researcher Jun 2025 – Current
Bio-Neural Intelligence and Research Advancement Lab, Khulna, Bangladesh
- Designed NeuroSwin, a hybrid deep learning model (Swin Transformer-GRU), to classify Parkinson's Disease and identify its source regions in the brain from EEG signals.
Research Assistant Intern Oct 2024 – Current
Ulster University, Londonderry, Northern Ireland, UK
- Developed TransfusionNet, a hybrid architecture augmented with a specialized preprocessing pipeline and an early-layer feature fusion paradigm for cervical cancer detection. This work has been published in the Q1 journal Results in Engineering (Elsevier, Impact Factor: 7.9).
- Created a benchmark to evaluate the performance of large language models (LLMs) in identifying disease classes, comparing results against our proposed architecture MobileCoAtNet for stomach infection classification.
- Investigated the adaptability of foundational AI models for multi-cancer classification, implementing Model-Agnostic Meta-Learning (MAML) for domain adaptation to enhance generalizability.
- Actively researching the feasibility of large language models (LLMs) for disease diagnosis, reasoning, and treatment follow-up in medical applications.
Undergraduate Research Assistant Feb 2023 – Sep 2024
Department of Biomedical Engineering, KUET, Khulna, Bangladesh
- Designed a hybrid model for gallbladder cancer classification using parallel transfer learning, feature fusion, and LSTM, achieving 99.37% accuracy; part of this work was published at ICEEICT 2024
- Gained experience in academic writing, literature review, and presenting research findings
Grants & Funding
Automated PET to Fused PET-CT Mapping Using PCGAN for Lung Cancer Diagnosis 2026
Funded by: International Science Programme (ISP), Uppsala University, Sweden
Research Sponsor: Prof. Muhammad Abdul Kadir
TransfusionNet: Framework for cervical cancer detection using deep learning with multi-level fusion 2025
Funded by: Ulster University, Londonderry, Northern Ireland, UK
Research Sponsor: Prof. Nazmul Siddique
Industrial Experience
Student Operator 15 Mar 2022 – 1 Apr 2024
Fabrication Lab KUET, Khulna, Bangladesh
- Assisted in organizing workshops including Hands-on Training Using Fabrication Tools and IQAC's Hands-on-Training Program at FabLab KUET, covering 3D printing, laser cutting, and CNC milling
- Helped over 50 students fabricate project and thesis models, guiding them in transforming innovative ideas into real products
Professional Affiliations
IEEE EMBS Chapter, University of Dhaka May 2026 – Present