research DentoSeg-SSL Self-supervised panoramic dental X-ray segmentation with contrastive learning and U-Net, augmented with Grad-CAM explainability. TinyFedPrompt Federated prompt tuning of BioMedCLIP for privacy-preserving pneumonia detection on resource-constrained edge devices. work AI Financial Distress Prediction Ensemble ML pipeline for early prediction of corporate financial distress, with SHAP-based feature attribution for regulatory transparency. DealSight NLP pipeline for automated extraction, summarisation, and risk-flagging of M&A deal terms from unstructured financial documents. Loan Default Prediction Interpretable ML system for retail loan default prediction with LIME explanations, deployed as a REST API for credit officers.