For bj-scraper, I developed a web-based, end-to-end machine learning development lifecycle for a government news portal using Python and Flask. The project brought together data acquisition, a machine learning workflow, and web application development.
I worked through idea initiation, feasibility assessment, project and portfolio initiation, experimentation, evaluation, and implementation. I also used generative AI tools to support project-idea assessment and iterative experimentation.
In a healthcare-related academic project, I applied data mining and association-rule concepts to investigate medication patterns. My studies covered data science, machine learning, statistics, and data modelling.

