Research & Innovation

AI-Powered Nanoparticle Formulation Optimizer
NanoFormula AI is an intelligent formulation optimization platform designed to accelerate pharmaceutical research. By leveraging machine learning, the platform predicts optimal nanoparticle formulations, significantly reducing laboratory experimentation while improving research accuracy.

Automating Mass Spectrometry Workflows
Developed during my research attachment at A*STAR Singapore, this tool converts LC-MS output files into standardized .peaks format, streamlining preprocessing workflows and enabling researchers to analyze complex biological data more efficiently.

Machine Learning for Cancer Subtyping
Developed an unsupervised machine learning pipeline capable of classifying five different cancer subtypes using RNA-Seq gene expression data. The project demonstrates the potential of AI in precision medicine and computational oncology.

Research at A*STAR Singapore
Worked on developing AI-powered bioinformatics tools for mass spectrometry data analysis and lipidomics research at the Bioinformatics Institute (BII), A*STAR Singapore. The research focused on improving biological data processing through intelligent automation.

AI for Computational Lipidomics
An ongoing research initiative focused on automatically identifying lipid species directly from mass spectrometry data using artificial intelligence. The project aims to simplify lipidomics analysis and support faster biomedical research.

Research & Development at Savapill Pharmaceuticals
Contributed to formulation development, analytical testing, quality assurance, and validation processes while working with the R&D team at Savapill Pharmaceuticals. The experience strengthened practical knowledge of pharmaceutical product development and industry-standard research methodologies.

Accelerating Pharmaceutical Research with Machine Learning
Explored the application of artificial intelligence to optimize pharmaceutical formulation workflows, enabling researchers to predict outcomes, reduce experimental iterations, and make data-driven decisions during drug development.
Innovation Thrives Through Collaboration.
Great ideas become impactful innovations when curious minds work together. I’m always open to research collaborations, academic partnerships, and technology-driven healthcare initiatives.
