Statistical modelling
Bayesian hierarchical and state-space models, GAMs, regression, survival analysis, time series, hypothesis testing, and experimental design.
BAYESIAN INFERENCEGAMsTIME SERIESSPATIOTEMPORAL ANALYSIS
02 / BACKGROUND
A statistical foundation.
A research mindset.
From mathematics and statistics to infectious disease modelling, my work connects methodological rigour with questions in public health.
01 / SKILLS & METHODS
Tools for asking better questions.
Machine learning & AI
Supervised and unsupervised learning, tree-based methods, support vector machines, deep learning, transformer-based NLP, and hybrid statistical–ML frameworks.
XGBOOSTRANDOM FORESTPYTORCHTENSORFLOW / KERAS
Computational tools
Reproducible analysis and predictive modelling for health and environmental data systems.
PYTHONRPyMCSPSSTABLEAUPOWER BI
02 / RESEARCH EXPERIENCE
Across disciplines and borders.
Project Research Associate
Bagchi School of Public Health · Ahmedabad University
Measles transmission patterns under migration at the subnational level. A Catalyst Grant project supported by the Measles Analytics Hub, Imperial College London.
Research Assistant
College of Health · Lehigh University
Bayesian hierarchical and state-space modelling of influenza surveillance, forecasting, and reproducible Python research pipelines.
Research Assistant
Dia-Heals · Public Health Innovations and Research Centre
Clinical risk modelling for diabetic lower limb amputation using machine learning and SHAP-based interpretation.
Research Intern
International Student Project Programme · Phuket Rajabhat University
Climate–health modelling of nonlinear environmental effects on COVID-19 transmission.
Instructor · Applied Data Science
International Student Project Programme
Mentoring international students in statistical modelling and machine learning through lectures and case studies.
03 / EDUCATION
Grounded in mathematics and statistics.
M.Sc. Statistics
Mahatma Gandhi University · Kottayam, Kerala
School of Mathematics and Statistics. Master’s research explored a hybrid statistical–ML framework for malware detection.
B.Sc. Mathematics
Mahatma Gandhi University · Kottayam, Kerala
04 / ACADEMIC COMMUNITY
Sharing knowledge and learning together.
Special Student Award
School of Mathematics and Statistics · Mahatma Gandhi University
Recognised for academic and research potential and selection for international research internships.
Research beyond the page
ICMS 2025 · ESPOCH 2024 · ISPP 2025
Presentations on environmental risk and climate–COVID modelling, and a technical session on data science for pandemic preparedness.
Peer review & communication
Peer reviewer for Springer Nature, Franklin Open, and Wiley journals.
English: professional proficiency · Malayalam: mother tongue · Hindi: intermediate.