Master’s Research: Framework for Biological Feature Extraction and Classification
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Bioinformatics Intern — National Cancer Centre Singapore (NCCS). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Master of Science, University of Malaya (UM) (2024) and Bachelor of Science, Multimedia University (MMU) (2023). AI-training focus includes data types such as Medical, DICOM, and Computer Code and labeling workflows including Classification, Evaluation, and Rating.
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Delivered tutorial sessions on statistical theory and practical applications as a teaching assistant, supporting student learning of data-driven methods. Guided undergraduates in applying statistical concepts to practical problems that underpin machine learning model development and evaluation. Helped reinforce correct analytical approaches through instruction and ongoing feedback during the course. • Conducted first-year tutorial delivery on statistics topics • Supported practical understanding of data analysis workflows • Reinforced evaluation practices for statistical/ML contexts • Provided learning support to students during the course term
Managed and analyzed sensitive hepatocellular carcinoma (HCC) clinical datasets in support of downstream AI/biomedical analytics for patient subgroups and potential drug targets. Performed gene set enrichment analysis (GSEA) on ChIP-seq data to identify gene/pathway signals associated with different HCC types. Ensured compliance with strict data protection, confidentiality, and ethical standards during all data handling activities. • Worked with patient-derived genomic datasets to support computational interpretation • Curated and prepared data suitable for enrichment analyses • Followed governance requirements for secure handling of clinical data • Supported computing environment setup and maintenance for analysis workflows
Bachelor of Science, Bioinformatics
Master of Science, Data Science
Graduate Research Assistant
Teaching Assistant (Statistics I)