[ 02 ] — Research
Work that pushes a claim until it holds.
Every study uses a real dataset, a rigorous method, and honest numbers. The flagship is the thesis below.
Improving Generalization of Image-Based Water Turbidity Classification Using Fine-Tuning with Small Real-World Datasets
Computer Vision & Pattern Recognition · 2025
EfficientNet-B0 + transfer learning on ~300 self-collected phone photos, with auxiliary cat/dog/panda data to fight overfitting.
Explainable Bangla Toxic Comment Detection using BanglaBERT with SHAP and LIME
Data Mining (IEEE format) · 2025
BanglaBERT with SHAP + LIME explanations, k-fold (5) and 70/15/15 splits across multiple Bangla toxicity datasets.
Financial Sentiment Analysis with Fine-Tuned Transformers
NLP course research · 2025
Fine-tuned FinBERT vs vanilla BERT on financial text — why domain-specific transformers win on jargon-heavy corpora.
Adaptive InteractOut: A Context-Aware, Personalized Intervention for Smartphone Overuse
Human–Computer Interaction · 2025
Context-aware intervention design for smartphone overuse — group paper and poster.
Entrepreneurship Over Employment: Guiding Bangladeshi Youth Towards Innovation and Self-Reliance
Research Methodology · 2025
A study on the drivers of entrepreneurship among Bangladeshi youth.