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

Thesis: Adaptive Math Word Problem Generation with XAI

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
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