鄭文皓 Wen-Hao Cheng
M.S., in Computer Science, National Chiao Tung University
Taipei - TW
SKILLS
Programming Languages
C, C++, C#, Java, Python, Ruby, Javascript, HTML, CSS, PHP
Frameworks and Tools
Deep Learning
RL, CNN, GAN, Tensorflow, Keras
EXPERIENCE
Graduate Student Research Assistant
Computer Graphics and Visualization Lab, NCTU, Mar 2017 ~ Nov 2019
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
Graduated Student Research Assistant
Mobile and Ubiquitous Interaction Lab, NCTU, Mar 2017 ~ Aug 2018
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
Computer Education Volunteer
Shin Kuang Primary School, 2016 ~ Jun 2016
- 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
Software Engineer Intern
Dreamology, Sep 2015 ~ Apr 2016
- 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
Software Engineer Intern
Delta Research Center, Jul 2015 ~ Aug 2015
- 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
EDUCATION
National Chiao Tung University, Master of Computer Science, 2017 ~ 2019
National Chiao Tung University, Bachelor of Computer Science, 2012 ~ 2016
Bachelor's project: "Smart Plug"
- Built an IoT system in our dorm with smart plugs which can control and monitor appliances in the room remotely
- Implemented a system with Arduino and WiFi module, using Node.js Express and OpenMTC platform for backend
