During March 2025, Changshi Liu contributed to the apache/singa repository by refactoring the CNN malaria model, renaming it to MalariaNet, and updating the associated training script to reflect this change. This work focused on improving clarity and maintainability within healthcare demonstration pipelines, making the training workflow more predictable and readable for future contributors. Using Python and applying deep learning and machine learning expertise, Changshi aligned model naming with project conventions, which enhanced organization and onboarding for new developers. The scope of work was targeted and well-executed, addressing maintainability and workflow reliability without introducing new features or fixing reported bugs.