😶

The above is my Chinese name, you can call me RN Lee. If it's hard to pronounce.

ጿ ኈ ቼ ዽ ጿ ኈቼ ዽ ጿ ኈ

Education

National Taiwan University of Science and Technology - 2024
  • Major : Department of Computer Science and Information Engineering
  • Thesis : Temporal Graph Embedding incorporating with Memory Mechanism and k-hop Selection
  • Advisor : Chao-Lung Yang & Shan-Hsiang Shen
  • GPA : 4.02/4.3   ( Department Website ,  Transcript ,  Graduate Thesis )
National Kaohsiung University of Science and Technology - 2022

Experiment

Shanghai Commercial and Savings Bank - 2024.09 ~ Now
  • Data Analyst @ SCSB Digital Banking Department
  • Research
Shanghai Commercial and Savings Bank - 2023.07 ~ 2023.08
  • Intern @ SCSB Digital Banking Department
  • Developed a public opinion analysis system for the scsb
System Informatics and Management Science - SiMS Lab - 2022.09 ~ 2024.08
  • Master student @ SiMS Lab, NTUST
Sharing Programming Knowledge - 2020.01 ~ Now
  • Enthusiast @ Knowledge Sharing
National Kaohsiung University of Science and Technology - 2021.09 ~ 2022.01
  • Teaching Assistant @ Cross College Elite Tech Program - Data Science

Competition & Award

Campus Fintech Innovation Challenge - 2022
Joint Exhibition on Artificial Intelligence and Neural Networks - 2022
  • Hosted by national kaohsiung university of science and technology - department of electrical engineering
  • Ranked as the 1st out of an estimated 30 teams
  • Competition's Host Website ,  Slide

Skill

Language
Python
  • Familiar with pandas, numpy, scikit-learn, pytorch etc.
LaTeX
Website
FastAPI
HTML
CSS/SCSS
Bootstrap
Tool
git
Docker
CI/CD
Github Actions
MLflow
  • Using mlflow to track experiments and mointor the hardware usage.
GitOps
Ansible
Platform
Ubuntu
mac OS
Windows

Interest

  • Even though I no longer study in academia, I still have a passion for research. Down below are some of the research topics I'm interested in. If you are interested in collaborating with me, please feel free to contact me .
Complex Systems and Network Science - Recently
  • Unlike grid-like data structures, complex systems are composed by nodes and edges, which are more complicated for analysis and modeling.
Metaheuristics - Future Plan
  • Metaheuristic is a bio-inspired algorithm that can be used to solve optimization problems.
Distributed Computing - Future Plan
Privacy-Preserving Machine Learning - Future Plan
Side Project
  • 2024.12 ~ Now 🔥🔥🔥 -
    Star2Review   Python   PyGithub   State Machine   Pydantic
    • As a software engineer, i explore open-source projects on github but often forget starred repositories.
    • How to avoid forgetting starred repositories?
    • Github actions schedule tasks, pygithub creates issues, and a state machine with pydantic manages reviews.
    • The tool, still in progress, helps me review repositories regularly and effectively.
  • 2024.09 ~ Now 🔥🔥🔥 -
    Note LLM   LLM   Paper Reading
    • A curated list of awesome llm resources.
    • Paper reading about llm and its applications.
  • 2024.08 ~ 2024.08 -
    Code2Video   Python   ffmpeg   pillow
    • A small project for converting the code snippet to the video.
  • 2024.03 ~ 2024.06 - ,
    NTUST LaTeX Template   LaTeX   XeLatex   tex-live   Docker   Overleaf   NTUST
    • As a graduate student, i need to write my thesis in latex, but the original template is outdated.
    • Refactored it for use on overleaf and local environment.
    • Sought guidance on docker image creation specifically for xelatex and reviewed related templates.
    • Shared the template on overleaf, a docker image, and tutorials for beginners.
  • 2024.02 ~ 2024.02 - ,
    DIMG4MD   Python   Markdown
    • A python package for automatically download the image from the markdown file and save it to the local folder.
  • 2024.01 ~ Now 🔥🔥🔥 -
    Learn Julia   Julia
    • Learning julia programming language with a series of scripts.
  • 2024.01 ~ Now 🔥🔥🔥 -
    Awesome Metaheuristic and its Applications  
    • A curated list of awesome metaheuristic and its applications resources.
    • Including the basic concepts of metaheuristic, the application of metaheuristic.
    • Also including the latest research papers about metaheuristic.
  • 2023.12 ~ Now 🔥🔥🔥 -
    Awesome Complex System and Network Science  
    • A curated list of awesome complex system and network science resources.
    • Including the basic concepts of complex system and network science, the application of complex system and network science, like graph neural network and graph database.
    • Also including the latest research papers about complex system and network science.
  • 2023.09 ~ 2023.12 -
    Evasion Attack in Machine Learning   Machine Learning   Cybersecurity   Adversarial Attack   CNN   Maleware Detection
    • Trying to use evasion attack to attack the cnn-based maleware detection model.
    • Need to add noise to the maleware sample to make the model misclassify the sample.
    • The dataset is collected by ourselves (using cuckoo sandbox and virusshare).
  • 2023.09 ~ 2023.10 -
    2023 IT home Ironman Challenge - AI and Data   Network Science   GNN   Paper Reading   30 Days Challenge
    • In this challenge, i had written 30 articles about network science and graph neural network.
    • Including the basic concepts of network science, the application of network science, like graph neural network and graph database.
    • Also including the latest research papers about graph neural network.
  • 2023.07 ~ 2023.08 -
    Web Scraping : Social Network Crawler   Web Scraping   Dynamic Web Scraping   Selenium   BeautifulSoup   playwright
    • Using dynamic web scraping packages (selenium, playwright etc.) to crawl social network data.
    • The data will be stored in mongodb and can be used for further analysis.
    • These crawlers are only used for personal skill improvement.
  • 2023.05 ~ 2023.06 - ,
    Graph-based : Keywords Recommendation System   Graph Theory   Network   CKIP-transformer   Regular-Expression   POS-tagging   Fast API
    • Applying network science field to build a keywords recommendation system.
  • 2022.11 ~ 2022.12 -
    Taiwan Famous Ecommerce : Find Identical Products   SQLite   CKIP-transformer   Regular-Expression   POS-tagging   dimension-reduction   cluster
    • Finding identical products from item's name is a quite challenging task.
    • Using regular-expression and ckip-transformer to extract keywords from item's name.
    • And using dimension-reduction and cluster algorithms to find identical products.
  • 2022.05 ~ 2022.06 -
    Apriori J104   Web Scraping   pyvis   apyori   CKIP-transformer
    • An application for analyzing the skills required by the job market.
    • The data is crawled from 104 job bank and stored in mongodb.
    • And the data will be processed by ckip-transformer.
    • Finally, using apyori algorithm to find the association rules between skills.
    • These crawlers are only used for personal skill improvement.
  • 2022.03 ~ 2022.06 -
    Financial Public Opinion Analysis   Web Scraping   Django   MongoDB   Bootstrap   plotly.js   Anue   TWSE
    • Using django to build a web application for analyzing financial public opinion.
    • The data is crawled from anue and the data will be stored in mongodb.
    • These crawlers are only used for personal skill improvement.
  • 2022.04 ~ 2022.04 -
    Web Scraping : Anue   Web Scraping   MongoDB
    • These crawlers are only used for personal skill improvement
  • 2021.12 ~ 2022.04 -
    Web Scraping : TWSE   Web Scraping   SQLite   plotly
    • These crawlers are only used for personal skill improvement
  • 2020.10 ~ 2021.07 -
    Line-Bot : Stock Info   Line-Bot   Heroku   mplfinance   yfinance
    • A line-bot for getting the stock information.
IT Blog
Open Source Project Pull Request