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snowypainter/README.md

Hi there, I'm Minwoo Yu ๐Ÿ‘‹

๐Ÿ‘จโ€๐Ÿ’ป About Me

  • ๐ŸŽ“ Education: ๊ฑด๊ตญ๋Œ€ํ•™๊ต ์ปดํ“จํ„ฐ๊ณตํ•™๋ถ€ 2ํ•™๋…„
  • ๐Ÿ”ฌ Current Role: Undergraduate Researcher @ SCLab
  • ๐Ÿง  Domain Focus: * Time-Series Analysis & Quantitative Finance

๐Ÿš€ Core Engineering & Research

Project / Title Role & Type Core Tech & Key Contributions
ํŒŒ๊ดด์  CTDG์—์„œ์˜ Link Prediction ์—ฐ๊ตฌ
[In Progress]
1st author โ€ข ๊ณต๊ฐœ ๋ฐ์ดํ„ฐ์…‹์„ ํ™œ์šฉํ•œ ๋งํฌ ํ”„๋ฆฌ๋”•์…˜
๊ตญ๋ฐฉ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋ฐ์ดํ„ฐ ์ƒ์กด ๋ถ„์„ ์—ฐ๊ตฌ
[In Progress]
1st author โ€ข ๊ตญ๋ฐฉ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋ฐ์ดํ„ฐ๋ฅผ ํ™œ์šฉํ•œ ์ƒ์กด ๋ถ„์„.
Maestro
Self-Generative AI Orchestration Engine
Architect
(System Dev)
โ€ข DAG Orchestrator: ์ž์—ฐ์–ด ์˜๋„๋ฅผ ๋ฉฑ๋“ฑ์„ฑ ์—ฐ์‚ฐ์ž๋กœ ์ปดํŒŒ์ผํ•ด LLM์˜ ๋น„๊ฒฐ์ •์„ฑ ํ†ต์ œ.
โ€ข Graph RAG: ๋‹จ์ˆœ RAG๋ฅผ ๋„˜์–ด, pgvector์™€ ์—ฃ์ง€๋กœ ์˜์‚ฌ๊ฒฐ์ • ๋งฅ๋ฝ(Why)์„ ๋ชจ๋ธ๋งํ•˜๋Š” Playbook ๊ตฌ์ถ•.
โ€ข Flow Recombination: ์‹ ๊ทœ ๋น„์ฆˆ๋‹ˆ์Šค ๋กœ์ง ์ถ”๊ฐ€ ์—†์ด, ๊ธฐ์กด ๋ชจ๋“ˆ ๊ฒฐํ•ฉ์œผ๋กœ ์ง„ํ™”ํ•˜๋Š” ์•„ํ‚คํ…์ฒ˜.
โ€ข Stack: FastAPI, Celery, PostgreSQL(pgvector), Redis, TEI, React, Zustand.
2026 KICS ๋™๊ณ„์ข…ํ•ฉํ•™์ˆ ๋ฐœํ‘œํšŒ
ํ˜•ํƒœ ๊ธฐ๋ฐ˜ ๋งˆ์ดํฌ๋กœ ๋ ˆ์ง์˜ ๊ตฌ์กฐ์  ์กด์žฌ์„ฑ๊ณผ ์‹œ์žฅ ๋ฉ”๋ชจ๋ฆฌ ์ •๋ ฌ์— ๋Œ€ํ•œ ๊ต์ฐจ์‹œ์žฅ ์‹ค์ฆ ์—ฐ๊ตฌ
1st Author
(Poster)
โ€ข PCA-KMeans๋กœ ์ฃผ์‹/์•”ํ˜ธํ™”ํ ์‹œ์žฅ์˜ ๋น„์ง€๋„์  ํ˜•ํƒœ ๋ ˆ์ง ์ •์˜ ๋ฐ 7์ข…์˜ ๊ฐ•๊ฑด์„ฑ ๊ฒ€์ฆ ์ˆ˜ํ–‰.
โ€ข LSTMยทS4ยทMamba ๊ต์ฐจ ์ ์šฉ: ์‹œ์žฅ ๋ฉ”๋ชจ๋ฆฌ ์Šค์ผ€์ผ์— ๋”ฐ๋ฅธ ๊ตฌ์กฐ ์‹ ํ˜ธ ์—ญํ• (Backbone vs Conditioning) ๊ทœ๋ช….
2025 KIIS ์ถ”๊ณ„ํ•™์ˆ ๋Œ€ํšŒ
๊ธˆ์œต ์‹œ๊ณ„์—ด์„ ์œ„ํ•œ ๊ธฐํ•˜ํ•™์  ๊ตญ๋ฉด ์ธ์‹: ๊ณก๋ฅ  ๊ธฐ๋ฐ˜ ํ˜•ํƒœํ•™์  ๋ผ๋ฒจ๋ง ์ ‘๊ทผ
1st Author
(Poster)
โ€ข ๊ณก๋ฅ ยท๊ธฐ์šธ๊ธฐยท๊ฐ€์†๋„ ๊ธฐ๋ฐ˜ ํ˜•ํƒœํ•™์  ๋ผ๋ฒจ๋Ÿฌ ์„ค๊ณ„.
โ€ข LSTM ์ „์ด ํ™•๋ฅ ๊ณผ LightGBM ๋ฉ€ํ‹ฐํƒœ์Šคํฌ ์ •์ฑ… ํ—ค๋“œ๋ฅผ ๊ฒฐํ•ฉํ•œ EOD ์ „๋žต ๊ตฌ์ถ•.

๐Ÿ›  Tech Stack

  • AI / ML / Data: PyTorch, LightGBM, Time-series Forecasting, Graph RAG
  • Backend & Infra: Python (FastAPI), C/C++, PostgreSQL, pgvector, Celery, Redis, Docker
  • Frontend: React, TypeScript, Zustand, Tailwind CSS

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