葉皇穀
Huang-Ku Yeh
Student Research Assistant
A programmer with solid experience in computational linguistics, cloud computing and web programming.
Have hand-on experience of automating and containerizing everything and deploying services on the public cloud.
Always have been passionate about self-improvement, learning new tools, and grasping new skills.
SachiaLanlus https://hkyeh.com hkyeh
[email protected] 0939261120
Work Experience
Student Research Assistant at IASL • Academia Sinica Institute of Information Science
September 2019 - August 2021
1. Participated in the Math Word Problem Solver project.
2. Develop a Frame-based Math Word Problem solving strategy with reduction concept.
Summer Intern • Academia Sinica Institute of Information Science
July 2019 - August 2019
1. Conduct research on entity relation identification and classification by using event causality and common sense.
2. Construct an entity linking system which can chain the entities in the article by their causality reasoning.
Education
2019 - 2021
M.S. National Tsing Hua University, Taiwan
Department of Computer Science
GPA 4.26/4.3
Natural Language Processing, Computer Vision, Fintech, Database Systems, Computer Graphics
2015 - 2019
B.S. National Central University, Taiwan
Department of Computer Science
GPA 3.9/4.0
Artificial Intelligence, Deep Learning, Cloud Computing, Information Retrieval, Cybersecurity
Selected Project
Adaptive Math Word Problem Generation with XAI (Thesis)
Math word problem generation system that can generate customized math word problems according to the preference and learning ability of each student. We utilize Word2Vec and Latent Semantic Analysis to measure the similarity between the entities. And using Flask to implement the user interface.
Exsearch
Cloud system that integrates high-performance comic book crawler and a web data view using Jinja2.
Web Riddle Master
Machine learning based web game CAPTCHA solver, based on Keras and Flask, and deployed on Heroku platform. With 0.9989 accuracy and <100ms prediction time.
Macro Interpreter
A system that can simulate the mouse/keyboard action with script. And using Query Performance Counter to realize the high precision sleep function with <1us error time on average.
Tag Finder
Comic book recommendation system using latent semantic analysis with tag information.
NogiMaj
Japanese mahjong application with rule-based AI bot.
Skill
Programming Skills
Python C/C++ Javascript Java
Machine Learning
- Deep Learning
- Statistical Machine Learning
Natural Language Processing
- Natural Language Understanding
- Relation Extraction
- Text Style Transfer
Cloud Computing and Infrastructure
- DNS configuration
- Certbot https certificates
- Nginx reverse proxy
- Deploy and maintain Docker node
- Deploy project on Heroku platform
Web Programming
- HTTP protocol
- Database system
- Cloudflare
- S3 api
Contest & Award
- Collegiate Programming Examination
- Level: Professional
- Problem Solved: 4
- Ranking: 1.4%
Language
- Mandarin
- Native speaker
- English
- Advanced
- TOEIC: 775
