Time-series Modeling · Low-resource Bangla NLP · XAI for Medical & Agricultural Imaging
Lecturer, CSE — Southeast University, Dhaka, Bangladesh
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| Area | Topics |
|---|---|
| Sequence Modeling & Financial ML | Transformers, Time2Vec, financial time-series forecasting (DSE), emerging market analysis |
| Bangla NLP | Low-resource MT, dialect NER, hate speech detection, LLM benchmarking |
| Explainable AI | ViT + XAI for brain MRI, diabetic retinopathy, plant disease detection |
| Dataset | Description | Links |
|---|---|---|
| Vashantor | Large-scale dialect → standard Bangla MT benchmark | DOI · Code |
| ANCHOLIK-NER | Bangla regional dialect NER benchmark (5 dialects) | DOI · Paper |
| DSE Historical | Dhaka Stock Exchange end-of-day data + forecasting code | DOI · Code |
| BIDWESH | Bangla regional hate speech detection dataset | DOI |
-
Transformer-based deep learning model for stock price prediction: A case study on Bangladesh stock market
International Journal of Computational Intelligence and Applications, World Scientific, 2023 — DOI · Preprint -
ANCHOLIK-NER: A benchmark dataset for Bangla regional named entity recognition
PLOS ONE, 2026 — DOI -
VR-FuseNet: A Fusion of Heterogeneous Fundus Data and Explainable Deep Network for Diabetic Retinopathy Classification
Biomedical Materials & Devices, Springer, 2026 — DOI -
Improving Bangla Regional Dialect Detection Using BERT, LLMs, and XAI
IEEE COMPAS, 2024 — DOI -
An Exploratory Approach Towards Investigating and Explaining Vision Transformer and Transfer Learning for Brain Disease Detection
IEEE ICCIT, 2024 — DOI
→ Full list on Google Scholar · Portfolio
- Coverage-aware structuring of DSE financial time series (sole-author — under review at PLOS ONE)
- Agricultural commodity price forecasting (arXiv preprint — under review)
- Vashantor — Multilingual dialect→Bangla MT benchmark (Language Resources and Evaluation, Springer — under review)
- BIDWESH — Bangla regional hate speech dataset (under review)
Southeast University — Computer Fundamentals · Structured Programming · Discrete Math · Data Structures · Numerical Methods · Embedded Systems
- Supervise undergraduate research teams in NLP, Computer Vision, and XAI; work routinely reaches IEEE, Springer, and Q1 journal venues
- Integrate Git, GitHub, and LaTeX into core coursework
- Student resources: Numerical Methods Assignment Library · Embedded Systems Lab Codes
- Co-Founder, Deputy Director & Treasurer — A.R.i.S.E. (Articulated Research Institute for Scientific Excellence)
Nonprofit AI research institute in Dhaka; mentoring emerging researchers and building collaborative research capacity in ML and NLP - Member — IEEE (Associate) · ACM (Professional) · ACM SIGAI · IEEE Computational Intelligence Society
- Reviewer — International Journal of Computational Intelligence and Applications · PLOS ONE · International Journal of Information Technology & Decision making · IEEE Communications Magazine
Open to collaborations in time-series analysis, low-resource Bangla NLP, and interpretable deep learning.