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seung23/README.md

๐Ÿ‘‹ ์•ˆ๋…•ํ•˜์„ธ์š”, AI์™€ ์†Œํ†ตํ•˜๋Š” ์—”์ง€๋‹ˆ์–ด ๋ฐฑ์Šน์ž…๋‹ˆ๋‹ค

๐Ÿ›  Tech Stack

๐Ÿ’ป Language

Python C

๐Ÿง  ML / DL

PyTorch OpenCV scikit-learn

๐Ÿ“Š Data

Pandas Polars

๐Ÿงฑ Backend & Vector DB

FastAPI Qdrant

๐Ÿ›  Tools

Git Linux Docker Arduino

๐Ÿ“Œ ์ฃผ์š” ํ”„๋กœ์ ํŠธ

Deep Learning-based Virtual License Plate Synthesis (๊ฐ€์ƒ ๋ฒˆํ˜ธํŒ ํ•ฉ์„ฑ)

Tech: YOLO, ResNet, OpenCV, AdaIN

์ž…๋ ฅ (Before) ์ถœ๋ ฅ (After)
  • 1์ธ ํ”„๋กœ์ ํŠธ
  • ์ฐจ๋Ÿ‰ ๋ฒˆํ˜ธํŒ ํƒ์ง€ ๋ฐ ๊ผญ์ง“์  ํšŒ๊ท€
  • ๋น„์‹๋ณ„ํ™”์™€ ๋™์‹œ์— ํ•ฉ์„ฑ ๋ฐ์ดํ„ฐ ์ƒ์„ฑ
  • ์‹ค์ œ ๋ฐ์ดํ„ฐ ํ™œ์šฉ์„ ๊ณ ๋ คํ•œ ์ „์ฒ˜๋ฆฌ ๋ฐ ์•ˆ์ •์„ฑ ์ค‘์‹ฌ ์„ค๊ณ„

๐Ÿ”— Repository

AYNIG: All You Need Is Grain (๊ณก๋ฌผ ํˆฌ์ž ๋ณด์กฐ Agent)

Tech: LangChain, LangGraph, Qdrant, FastAPI, vLLM, Ollama


์‹œ์—ฐ ํ™”๋ฉด

  • ํ”„๋กœ์ ํŠธ ์ด๊ด„(PM)
  • ๋ณต์žกํ•œ ๊ณก๋ฌผ ์„ ๋ฌผ ์‹œ์žฅ ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•˜์—ฌ ํˆฌ์ž ์ธ์‚ฌ์ดํŠธ๋ฅผ ์ œ๊ณตํ•˜๋Š” AI ์„œ๋น„์Šค
  • Qdrant(Vector DB)๋ฅผ ํ™œ์šฉํ•ด ๋ฐฉ๋Œ€ํ•œ ์‹œ์žฅ ๋ฆฌํฌํŠธ์™€ ๋‰ด์Šค๋ฅผ ํšจ์œจ์ ์œผ๋กœ ๊ฒ€์ƒ‰ํ•˜๋Š” RAG ์‹œ์Šคํ…œ ๋ฐ API ์„ค๊ณ„
  • Analysis & Response ํ”„๋กฌํ”„ํŠธ ์—”์ง€๋‹ˆ์–ด๋ง

๐Ÿ”— Repository

PAZULE (๋ณด๋ฌผ์ฐพ๊ธฐ ํ”Œ๋žซํผ)

Tech: BLIP, CLIP, Flask


์‹œ์—ฐ ํ™”๋ฉด

  • ์ด๋ฏธ์ง€ ์ธ์‹ ๊ธฐ๋ฐ˜ ๋ฌธ์ œ ํ•ด๊ฒฐ ํ”„๋กœ์ ํŠธ
  • UX ๋ฐ front UI ์„ค๊ณ„
  • Vision task์—์„œ์˜ ๋ฐ์ดํ„ฐ ์ž…๋ ฅ๊ณผ ๊ฒ€์ฆ์— ๊ธฐ์—ฌ
  • ํŒŒ์ฃผ ์‹œ๋ฏผ AI ํ˜์‹  ์•„์ด๋””์–ด ๊ฒฝ์ง„๋Œ€ํšŒ ์ตœ์šฐ์ˆ˜์ƒ

๐Ÿ”— Repository

Book Rating Prediction

Tech: CatBoost, Matrix Factorization, AutoEncoder

  • Rating ์˜ˆ์ธก ๋ฌธ์ œ ์ •์˜ ๋ฐ ํ‰๊ฐ€
  • ๋ฐ์ดํ„ฐ ๋ถ„ํฌ๋ฅผ ๊ณ ๋ คํ•œ ์—ฌ๋Ÿฌ ์•™์ƒ๋ธ” ๋กœ์ง ์ ์šฉ
  • ๋Œ€ํšŒ ์ตœ์ข… 1์œ„ ๐Ÿ†

๐Ÿ”— Repository

Movie Recommendation System

Tech: EASE, BERT4Rec, LightGCN, MultiVAE

  • ์‚ฌ์šฉ์žโ€“์•„์ดํ…œ ์ƒํ˜ธ์ž‘์šฉ ๊ธฐ๋ฐ˜ ์ถ”์ฒœ
  • Side Information์„ ํ™œ์šฉํ•œ Hybrid ์ ‘๊ทผ
  • ๋ชจ๋ธ๋ณ„ ์„ฑ๋Šฅ ๋น„๊ต ์‹คํ—˜

๐Ÿ”— Repository

Trading Bot (Larry Williams Volatility Breakout Strategy)

  • ๋ž˜๋ฆฌ ์œŒ๋ฆฌ์—„์Šค ๋ณ€๋™์„ฑ ๋ŒํŒŒ ์ „๋žต์„ ๋ฐ˜์˜ํ•œ ์ž๋™ ๋งค๋งค๋ด‡
  • ํ•œ๊ตญํˆฌ์ž์ฆ๊ถŒ REST API

๐Ÿ”— Repository

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