CV at a Glance:
Szu-Chi (Amanda) Lin 林司琪

Education

• B.Sc. in Mathematics, National Taiwan University (2018–2022). Began in Physics (2016), transferred to Math in 2018.
• Graduate Institute of Linguistics, National Taiwan University (2022–2025). GPA 4.28/4.3; ranked 1st all six semesters. Thesis defense A+, July 2025.

Research Experience

• Brain and Language Processing Lab, NTU
  • Implemented regression-based ERP (rERP) analysis in Python + MNE, accepted to SPR 2023.
  • Designed psycholinguistic experiments, collected EEG, automated linguistic ratings pipeline with Google Apps Script.
  • rERP 2023
• Lab of Ontologies, Language Processing and E-Humanities, NTU
  • Thesis on LLMs + game theory: analyzed strategic behavior; developed SHAP + Owen value method for token-level attribution.
  • Can LLMs Play the Game They Talk
• Student Researcher at Academia Sinica
  • Multimodal emotion recognition using facial expressions + EEG with ML pipelines.

Teaching Experience

• TA for BrainHack School Taiwan 2023
• TA for ERP Course (NTU 2023) — introduced Python-based EEG preprocessing and visualization alongside MATLAB EEGLAB.
  • ERP Class
• Guest lecturer (Computational Linguistics, NTU 2024) — taught math foundations for ML (probability, stats, linear algebra, calculus).

Technical Projects

• Projects include FastICA, scratch-coded NN/RNN/Seq2Seq with attention, CNN on ECG, RAG + agents, and workflow automations.
• Side Projects

Research Interests

• ML for biosignals & brain data
• EEG/ERP analysis
• Computational linguistics
• LLM interpretability
• Game theory

Updated 2025 · GitHub: @amandalin047