Basketball Plays Simulation from Tactics Sketches by using Reinforcement Learning - Built a neural network model which simulate players' movement to visualize basketball tactics and strategies - Implemented and trained the model using Tensorflow and BatchPPO - Processed and visualized the track data into video using NumPy, Pandas and Matplotlib - Analyzed quality of results by comparing with GAN and GAIL version

Urban Tourist Map Adoption Research (findings published in IMWUT 2018) - Built a Android app which features GPS-enabled tourist map - Conducted a field study to understand tourists' wayfinding process and map adoption among paper tourist map, Google Map and a newly developed digital tourist map during their urban travels Location-based Social Media Research (findings published in IMWUT 2020) - Launched Tourgether, a location-based mobile app allowed tourists within the same region share their real-time travel experiences via check-ins - Crafted the Tourgether Android app individually, used Node.js Express, and Firebase on the backend - Developed a web control panel to real-time monitor participants’ activity using HTML, CSS, and Javascript - Conducted field studies with 4 UX designer to understand 42 groups of tourists’ behavior with the app - Analyzed quantitative data after the field study using pivot tables and linear regression

- Planned and executed computer coaching programs for students in a rural village in Hsinchu - Led 7 students learned about PowerPoint animation, logic circuit concept with Minecraft and programming logic

- Developed an Android app containing information about studying abroad - Integrated backend API, third-party APIs including Facebook login and WeChat login - Built a stock web system to keep tracking transactions using Ruby on Rails

- Investigated IoT network protocols CoAP, OMA LWM2M and its applications in IoT - Management Platform team - Integrated applications with LWM2M protocol using Eclipse Leshan - Analyzed packets of Leshan over MQTT and summarized the API utility