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d9249/README.md

Hi there ๐Ÿ‘‹

ํ—ค๋“œ๋ผ์ธ

  • AI Research Engineer | Computer Vision, LLM & Recommendation Systems | MLOps Engineer | CES 2025 Innovation Award Winner

์†Œ๊ฐœ๊ธ€

  • ์ธ๊ณต์ง€๋Šฅ ์—ฐ๊ตฌ ๋ฐ ๊ฐœ๋ฐœ์— ํŠนํ™”๋œ ์—”์ง€๋‹ˆ์–ด๋กœ, ์ปดํ“จํ„ฐ ๋น„์ „๊ณผ ์ถ”์ฒœ ์‹œ์Šคํ…œ ๋ถ„์•ผ์—์„œ ํ˜์‹ ์ ์ธ ์†”๋ฃจ์…˜์„ ๊ฐœ๋ฐœํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. CES 2025์—์„œ ๋‘ ๊ฐœ์˜ ํ˜์‹ ์ƒ์„ ์ˆ˜์ƒํ•œ AI ๊ธฐ๋ฐ˜ ์„œ๋น„์Šค์˜ ํ•ต์‹ฌ ๊ฐœ๋ฐœ์ž๋กœ์„œ, ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM)๊ณผ ์ปดํ“จํ„ฐ ๋น„์ „ ๊ธฐ์ˆ ์„ ๊ฒฐํ•ฉํ•œ ํ˜์‹ ์ ์ธ ์ œํ’ˆ๋“ค์„ ์„ฑ๊ณต์ ์œผ๋กœ ์ถœ์‹œํ–ˆ์Šต๋‹ˆ๋‹ค.

์ฃผ์š” ๊ฒฝ๋ ฅ

  • ArtygenSpace - AI Research Engineer (2024/07 - ํ˜„์žฌ)

์ฃผ์š” ์„ฑ๊ณผ

  1. CES 2025 Innovation Award - Best of Innovation ์ˆ˜์ƒ ์ œํ’ˆ 'booxTory'์˜ AI ์—”์ง„ ๊ฐœ๋ฐœ ์ด๊ด„
  2. CES 2025 Innovation Award - Honoree 'arti' ์„œ๋น„์Šค์˜ ๊ธฐ์ˆ  ์ž๋ฌธ ๋ฐ ๊ฐœ๋ฐœ ์ฃผ๋„
  3. ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ(LLM) ๋ฐ RAG ๊ธฐ๋ฐ˜ ์‹œ์Šคํ…œ ์„ค๊ณ„ ๋ฐ ๊ตฌํ˜„
  4. MLOps ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์ถ• ๋ฐ ์ปจํ…Œ์ด๋„ˆํ™”๋œ AI ์„œ๋น„์Šค ๋ฐฐํฌ ์ž๋™ํ™” ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ

์ „๋ฌธ ๋ถ„์•ผ

  1. AI ๋ชจ๋ธ ๊ฐœ๋ฐœ ๋ฐ ์ตœ์ ํ™” (Computer Vision, NLP, Recommendation Systems)
  2. MLOps ๋ฐ AI ์‹œ์Šคํ…œ ์•„ํ‚คํ…์ฒ˜ ์„ค๊ณ„
  3. ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ ๋ฐ RAG ์‹œ์Šคํ…œ ๊ตฌํ˜„
  4. ์ปจํ…Œ์ด๋„ˆํ™” ๋ฐ ๋งˆ์ดํฌ๋กœ์„œ๋น„์Šค ์•„ํ‚คํ…์ฒ˜ ์„ค๊ณ„

ํ•™๋ ฅ

  • ๊ฒฝ๊ธฐ๋Œ€ํ•™๊ต ์ปดํ“จํ„ฐ๊ณตํ•™๊ณผ ์„์‚ฌ (GPA 4.25/4.5), ์‚ฐ์—…์ธ๊ณต์ง€๋Šฅ ์ „๋ฌธ์ธ๋ ฅ ์–‘์„ฑ์‚ฌ์—… ์ˆ˜๋ฃŒ, ์—ฐ๊ตฌ๋ถ„์•ผ: ์ถ”์ฒœ์‹œ์Šคํ…œ, ์ปดํ“จํ„ฐ๋น„์ „
  • ๊ฒฝ๊ธฐ๋Œ€ํ•™๊ต ์ปดํ“จํ„ฐ๊ณตํ•™๊ณผ ํ•™์‚ฌ (GPA 3.62/4.5), ๊ณตํ•™์ธ์ฆ(ABEEK) ์ด์ˆ˜, ์—ฐ๊ตฌ๋ถ„์•ผ: ์ปดํ“จํ„ฐ๋น„์ „

์ˆ˜์ƒ ๋ฐ ์ธ์ฆ

  1. CES 2025 Best of Innovation Award - Artificial Intelligence ๋ถ„์•ผ
  2. CES 2025 Innovation Awards Honoree - Artificial Intelligence ๋ถ„์•ผ
  3. HDํ˜„๋Œ€ AI Challenge - 4์œ„
  4. KIIT Best Paper Award (2021)
  5. APIC-IST 2022 Best Paper Award

SCIE ์ €๋„

  1. "Embedding Enhancement method for LightGCN in Recommendation Information Systems", MDPI Electronics, 2024 (IF, Citations: 4ํšŒ)
  2. "Weighted Forwarding in Graph Convolution Networks for Recommendation Information System", Computers Materials & Continua (CMC), 2024
  3. "Deep Learning Model Ensemble for the Accuracy of Classification Degenerative Arthritis", Computers Materials & Continua (CMC), 2023 (IF, Citations: 5ํšŒ)

KCI ์ €๋„

  1. "Graph Neural Network ๊ธฐ๋ฐ˜ ์ถ”์ฒœ์‹œ์Šคํ…œ ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์œ„ํ•œ ์œ ์ € ํ–‰๋™ ์‹œ๊ฐ„ ๊ธฐ๋ฐ˜ ๋ฐ์ดํ„ฐ ์‚ฌ์šฉ ๋ฐฉ์•ˆ ๋ถ„์„", The Journal of Korean Institute of Information Technology, 2023
  2. "์˜๋ฃŒ ์˜์ƒ ์‹œ์Šคํ…œ์—์„œ ๋‹ค์ค‘ ์—ฐ์‡„ U-Net ๋ชจ๋ธ์„ ์ด์šฉํ•œ ๊ฐœ์„ ๋œ ์ทŒ์žฅ ์˜์—ญ ๋ถ„ํ•  ํƒ์ง€", The Journal of Korean Institute of Information Technology, 2022

๊ตญ์ œ ํ•™์ˆ ๋Œ€ํšŒ

  1. "Egress Initialization for Graph Convolution Network in Recommendation Systems", ICONI 2023
  2. "Thin Graph Convolution Network in Recommendation Systems", ICONI 2023
  3. "Over-smoothing in LightGCN doesn't happen much", ICONI 2023
  4. "Classification of degenerative arthritis using Xception model in radiographic images", APIC-IST 2022 (Best Paper Award)

์„์‚ฌํ•™์œ„ ๋…ผ๋ฌธ

  • "์ถ”์ฒœ ์‹œ์Šคํ…œ์—์„œ ๊ทธ๋ž˜ํ”„ ์ปจ๋ณผ๋ฃจ์…˜ ๋„คํŠธ์›Œํฌ ์ตœ์ ํ™” ๋ฐฉ๋ฒ•", 2024.02

๐Ÿ“ซ How to reach me: dodo9249@gmail.com

Pinned Loading

  1. OptGCN Public

    Master's degree from Kyonggi University, Title: Optimization methods for Graph Convolution Networks in Recommendation Systems

    Jupyter Notebook 1

  2. WFGR Public

    SCIE(Q2)-Computers Materials & Continua (CMC), 31 January 2024.

    Python 1

  3. HDAIChallenge Public

    Preliminary: 4th / 330 team, Final: 6th / 11 team.

    Jupyter Notebook 2

  4. LGAimers Public

    ํ™œ๋™ ๊ธฐ๋ก

    Jupyter Notebook 1

  5. ALGOHub Public

    Repository for studying algorithms

    Python 1

  6. codetree-TILs Public

    TILs for codetree(https://www.codetree.ai)

    Python 1