CV/Resume

A PDF version can be found here.

Contact Infos & Socials

  • Phone ~ 713-319-5876
  • Location ~ Norcross, Georgia, U.S.A.
  • Email ~
  • LinkedIn ~ swang3068
  • Github ~ ZebraAlgebra
  • Personal Website
  • MyAnimeList ~ CabbageCat

Education

Start ~ EndInst. & Deg.Loc.
2016/08 ~ 2020/05NTU - BS MathTPE, TW
2022/02 ~ 2023/05NTU - MS MathTPE, TW
2023/08 ~ 2024/12GT - MS AnalyticsATL, GA

*(NTU, GT) = (National Taiwan University, Georgia Institute of Technology)

Technical Skills

  • Programming Lang. / Tools : , R, / / + , , ,
  • Analytics Tools:
    • EDA and Data Preparation: Pandas, Polars, Dask, (Py)Spark
    • Visualization: Matplotlib, D3.js
    • Statistical Modeling and Machine Learning:
      • General-purpose Machine Learning Models: Sklearn
      • Deep Learning: Pytorch, HuggingFace
      • Functional / Tensor / Network / Textual / Time Series Data: Scikit-FDA, TensorLy, NetworkX, Statsmodels
    • Optimization: PuLP, CVXPY

Working Experience

  • Data Analytics Project Practicum Intern 2024/09-2024/12 Python PowerBI Time Series Analysis (@MedTranso Go + GT)
    • A practicum project sponsered by MedTrans Go, an end-to-end data analytics tasks, aiming to quantify and analyze tech updates on sales, as well as identifying other underlying patterns of requests.
    • Project details can be found in this project page: Applied Analytics Practicum.
  • Teaching Assistant and Research Assistant 2019/08-2023/05 (@NTU, Math Department)
    • Hosted, instructed weekly homework, quiz review sessions & office hours for Calculus, Abstract Algebra as a TA
    • Collaborated with Prof. Wu-Yen Chuang to work on problems in algebraic geometry as an RA, organized study groups, hosted weekly reading seminars on topics in algebraic geometry and algebraic topology

Selected Projects (@Georgia Tech)

This page provides an overview. A more detailed description is given in this page.

  • The Last Book Bender 2024/01-04/2024 Python BERT Recommendation Systems ReactJS Flask
    • A book recommender and visualization web app, built on Goodreads10k and books from project Gutenberg
  • Scaling CF via CBF and Data Injection 2024/01-04/2024 Python Recommendation systems LaTeX
    • A project exploring ways to scale the traditional user-based collaborative filtering (UBCF) to larger datasets, via content-based (CBF) approaches - users subsampling and item clustering
  • flusim 2023/09-2023/12 Python Simulation Markov Processes LaTeX
    • A Python package published on TestPyPI, for simulation, calculation of statistics, visualizations of a particular theoretical flu-spread process

Miscellaneous Experience

  • 3DGauCIM: Accelerating 3D Gaussian Splatting via Digital Compute-in-Memory for Real-Time Edge Rendering 2024/08-2024/11 publication
    • Fourth author in a publication submitted to DAC (Digital Automation Conference)
    • Helped producing rigorous key 3D visuals illustrating main ideas using Matplotlib, and modularized it as a Python dataclass for the paper’s main authors to easily make tweaks on it (such as switching on and off the plot components, using other color schemes or sizes)
    • Simplified and streamlined the mathematical formulations of Gaussian splatting (both 4D and 3D temporal)
  • Convex Analysis Notes 2024/08–2024/10 ML Theory Optimization LaTeX Git
    • A math learning note on the subject of convex analysis, published on Github, garnering 6 stars.
  • Master’s Thesis 2022/02-2023/06 Mathematical Research Academic Writing LaTeX
    • Title: ”A Motivic Blowup Formula of Moduli Spaces of Rank 2 Sheaves on an Algebraic Surface”
  • Mandatory Military Service 2021/02-2021/06 Taipei, Taiwan
  • Online Course Certificates: