- Conducted additional experiments and organized the results to enhance clarity.- Generated additional datasets to enhance model performance.- Optimized the initial experimental program and developed an intuitive program interface.- Restructured and formatted the research paper to meet conference submission requirements.

- Advised students on their RESTful API design assignments and project-based on appropriate resources such as other API design documents and Python package documents. - Facilitated effective group work among students by communicating with each team member separately when a problem arises within a group.

• Developed the display engine on microcontrollers that were incorporated into their washers and dryers.• Programmed pixel coordination library for the application developers to use, which resulted in faster development and less errors. • Developed rotating and sliding of the display to allow various screen orientations on washers and dryers.