Projects & Research

Experimentally demonstrated secure energy redistribution in quantum networks by integrating Quantum Energy Teleportation (QET) with Quantum Oblivious Transfer (QOT) on IBM quantum computers.

Hybrid audio classification models with advanced feature extraction and Bayesian optimisation (alongside Random and Grid search) for better speech recognition accuracy on Bangla speech corpora.

Trained and validated ML classifiers with stratified K-fold cross-validation to predict suicidal ideation in major depressive disorder patients, with interpretability via LIME and evaluation of fairness, AUC and recall.

Formulated a novel KD loss combining cross-entropy with a confidence penalty term to improve student generalisation on CIFAR-100, Tiny ImageNet and CUB-200 across multiple teacher-student pairs.

Researched kinodynamic motion planning algorithms to optimise automated robotic navigation within complex, spatially constrained environments.