Selected Projects

Project 1
Dates: Jan. 2024 - Dec. 2024
Description:
  • [Final report] Collaborated with a team of 6 and California State University, Bakersfield to develop a GraphRAG-based news analysis tool, enabling efficient insight extraction from large datasets and reducing manual effort in social science research.
  • Pre-processed and generated QA pairs on news articles data to fine-tune GPT-4o-mini within the GraphRAG framework.
Project 2
Dates: Jul. 2024 - Oct. 2024
Description:
  • This project introduces a novel audio-query-based source separation approach, leveraging the Band-Split Mamba model and advanced latent diffusion techniques to overcome the limitations of traditional source separation methods.
Project 3
Dates: Jul. 2024 - Nov. 2024
Description:
  • Advanced to the contest semifinals by building a digital transaction platform for agricultural goods in 2 months using TypeScript (React), Node.js, and MongoDB, deployed via Render and Vercel.
  • Developed a Selenium web crawler for real-time vegetable prices to optimize fertilizer ratios for carbon reduction.
Project 4
Dates: Sep. 2022 - Dec. 2022
Description:
  • This project presents a simplified traffic flow simulation focused on the Taipei Dome Area. Using the NetLogo environment, this model aims to simulate and analyze traffic dynamics under various scenarios.