Research Experience

Independent Researcher · Supervisor: Prof. Irene Li

Contributing to a multilingual clinical translation LLM project evaluating large language models across Hindi, Indonesian, and Malay for healthcare text. Performing expert annotation and quality assessment of LLM-generated clinical translations.

Research Collaborator · Supervisor: Prof. Mohamed Elgendi

Collaborating on multimodal wearable device research integrating physiological signals for personalized health monitoring. Developing signal processing and data fusion pipelines for longitudinal patient modeling.

Cancer Database Programmer · Supervisor: Prof. Dr. Sarinder Kaur Kashmir Singh

Developing AI-driven unified cancer database integrating multimodal clinical, genomic, imaging, and patient-reported datasets under AIM-C01-2025 national research initiative.

Research Intern · Supervisor: Prof. M. Windy

Profiled miRNA expression in neurodegenerative disease models and applied multi-omics data fusion for biomarker discovery. Built bioinformatics pipelines integrating transcriptomic and imaging-derived features.

Research Intern · Supervisor: Prof. Zi Chen

Developed transformer-based healthcare communication models for multimodal clinical reasoning tasks. Built API pipelines integrating vision and language modalities for AI-enabled biomedical systems.

Summer Research Intern · Supervisor: Prof. Bipin Singh

Developed ML classifiers for biomarker-based disease prediction. Conducted RNA-Seq analysis and implemented molecular docking studies for drug-target interaction prediction.

Research Assistant · Supervisor: Prof. Arli Aditya

Designed and validated siRNA candidates targeting viral proteins. Integrated secondary structure prediction with off-target filtering for therapeutic optimization.

Research Intern · Supervisor: Prof. Maria Thaker

Conducted molecular ecological analysis using stable isotope and RNA profiling techniques. Performed PCR amplification and sample preparation for phylogenetic assessment.

Research Intern · Supervisor: Prof. Kiran Bala & Prof. Puneet Gupta

Built predictive ML models for early-stage liver and kidney disease detection. Optimized classification architectures through hyperparameter tuning and cross-validation.