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JB0527/README.md

Hi there ๐Ÿ‘‹

์†Œ๊ฐœ

์•ˆ๋…•ํ•˜์„ธ์š”, ์ €๋Š” NLP, CV, Recsys ๋“ฑ ๋‹ค์–‘ํ•œ ๋ถ„์•ผ์— ๊ฑธ์ณ ์ค€๋น„๋œ ์Šคํƒ์„ ๋ณด์œ ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. NLP๋ฅผ ์ค‘์‹ฌ์œผ๋กœ LLM๊ณผ ๊ด€๋ จ๋œ ์—ฌ๋Ÿฌ ์„œ๋น„์Šค ๊ฐœ๋ฐœ์„ ์ง„ํ–‰ํ•ด ์™”์œผ๋ฉฐ CV๋ฅผ ๊ฒฐํ•ฉํ•˜์—ฌ ํ˜„์žฌ๋Š” ์ฃผ๋กœ multimodal task๋ฅผ ์ค‘์‹ฌ์œผ๋กœ ์ง„ํ–‰ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค, AI ๊ด€๋ จ ๋‹ค์–‘ํ•œ ๋Œ€ํšŒ ์ค€๋น„ ๊ฒฝํ—˜๋„ ์žˆ์œผ๋ฉฐ, ํ˜„์žฌ๋Š” out of distribution detection์„ ์ฃผ์ œ์— ๊ด€์‹ฌ์ด ์žˆ์–ด ์—ฌ๋Ÿฌ ๋ฐฉ๋ฒ•์„ ํ†ตํ•ด ์„ฑ๋Šฅ์„ ํ–ฅ์ƒ์‹œํ‚ค๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ด์™ธ์—๋„, Multimodal learning or LLM ๋“ฑ vision task์—์„œ text(label or prompt , query) ๋“ฑ์„ ๋‹ค๋ฃจ๋Š” ๋ฐฉ์‹์— ๋Œ€ํ•ด ๊ด€์‹ฌ์ด ๋งŽ์Šต๋‹ˆ๋‹ค!

๊ธฐํƒ€ ๋ชจ๋“  ์‚ฌํ•ญ์€ profil bio notion link๋ฅผ ์ฐธ๊ณ  ๋ฐ”๋ž๋‹ˆ๋‹ค. (์ž ์‹œ ๋ณด๋ฅ˜)

๊ธฐ์ˆ  ์Šคํƒ / Skill Set

๊ตฌ๋ถ„ Skill
Programing Languages Python, R
Framework / Library Tensorflow, Pytorch, Pandas, Numpy โ€ฆ
์ด์™ธ์˜ ๊ธฐ์ˆ ์Šคํƒ Fastapi, Firebase, google analytics โ€ฆ

๊ฒฝ๋ ฅ ์‚ฌํ•ญ / Work Experience

๊ทผ๋ฌด๊ธฐ๊ฐ„ ์†Œ์†๋ช… ๋ฐ ๋ถ€์„œ ์ง์œ„ ๋‹ด๋‹น ์—…๋ฌด
2022.11 โ€“ 2024.01 ์ธํ•˜๋Œ€ํ•™๊ต ์˜๊ณผ๋Œ€ํ•™ ๊ฐ„ํ˜ธ์ •๋ณดํ•™ ํ…์ŠคํŠธ๋ถ„์„ ์—ฐ๊ตฌ์‹ค ํ•™๋ถ€์—ฐ๊ตฌ์ƒ NLP ํ…์ŠคํŠธ์ฒ˜๋ฆฌ, BERT base ๋‚™์ƒ ์˜ˆ์ธก ์ž๋™ํ™”์‹œ์Šคํ…œ ๋ฐฐํฌ
2023.06 โ€“ ํ˜„์žฌ ์ธํ•˜๋Œ€ํ•™๊ต ์ˆ˜ํ•™๊ณผ ์ธ๊ณต์ง€๋Šฅ ์—ฐ๊ตฌ์‹ค (Mathematical Intelligence LAB) ํ•™๋ถ€์—ฐ๊ตฌ์ƒ ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ๊ด€๋ จ ์—ฐ๊ตฌ ๋ฐ ์‹คํ—˜ ๋…ผ๋ฌธ ์ž‘์„ฑ, ๊ทธ๋ž˜ํ”„ ๊ด€๋ จ task, ์ฃผ๋‹ˆ์–ด ํ•™๋ถ€์—ฐ๊ตฌ์ƒ ๊ต์œก, ์Šค๋งˆํŠธํŒฉํ† ๋ฆฌ(๊ณต์ •)

์ฃผ์š” ํ”„๋กœ์ ํŠธ / Projects

  1. ์‹ ํ•œ ์‹ ์šฉ์นด๋“œ ๋ฐ์ดํ„ฐ ๋ถ„์„ ๋ฐ ์‹œ๊ฐํ™”, ๊ตญ๋ฏผ์ฒญ์› ํฌ๋กค๋ง ๋ฐ ML๋ถ„์„ (2019-20)
    ๊ฐœ์ธ ์—ญ๋Ÿ‰ ๊ฐ•ํ™”๋ฅผ ์œ„ํ•ด ML๊ณผ DL์„ ๊ณต๋ถ€ํ•˜๋ฉฐ ์ง„ํ–‰ํ•œ ํ”„๋กœ์ ํŠธ์ž…๋‹ˆ๋‹ค.

  2. ๊ฐ„ํ˜ธ์ •๋ณดํ•™ ํ…์ŠคํŠธ๋ถ„์„ ์—ฐ๊ตฌ์‹ค์—์„œ์˜ EMR ๊ธฐ๋ฐ˜ BERT ๋‚™์ƒ ์˜ˆ์ธก ์ž๋™ํ™” ํ”„๋กœ๊ทธ๋žจ ๊ฐœ๋ฐœ ๋ฐ ๋ฐฐํฌ (2022.11 - 2024.01)
    ์—ฌ๋Ÿฌ ๋ณ‘์›์— ๋ฐฐํฌํ•˜์˜€๊ณ , ์ด๋ฅผ ๊ด€๋ฆฌํ•˜๋Š” ์—…๋ฌด๋„ ์ง„ํ–‰ํ•˜์˜€์Šต๋‹ˆ๋‹ค. ๋„๋ฉ”์ธ ๋ฐ์ดํ„ฐ ๋ผ๋ฒจ๋ง ๋น„์šฉ ์ ˆ๊ฐ์„ ์œ„ํ•œ pseudo labeling ๋ฐ domain adaptation ๊ธฐ์ˆ  ์ ์šฉ.

  3. Planyee ์œ„์น˜๊ธฐ๋ฐ˜ ์—ฌํ–‰์•ฑ ์„œ๋น„์Šค ๊ฐœ๋ฐœ (2023.09-11)
    ์—ฌํ–‰์ง€ ์œ„์น˜๊ธฐ๋ฐ˜ ์ถ”์ฒœ์‹œ์Šคํ…œ ๊ตฌ์ถ• ๋ฐ ์ฒซ ํ•™์ƒ๋“ค ๊ฐ„ ํ˜‘์—…์„ ๊ฒฝํ—˜. GDSC ๊ต๋‚ด ๊ฐœ๋ฐœ ๋™์•„๋ฆฌ ์ฐธ์—ฌ.
    Planyee GitHub

  4. Google solution challenge, Mingle ๋ฐœ์Œ๊ต์ • ์•ฑ์„œ๋น„์Šค ๊ฐœ๋ฐœ (2024.01-05)
    ์ „์„ธ๊ณ„ ์ˆ˜์ฒœ ํŒ€ ์ค‘ Top 100์— ์„ ์ •. ์Œ์„ฑ์ธ์‹ ๊ธฐ๋ฐ˜ IPA ๋ฐœ์Œ ํ”ผ๋“œ๋ฐฑ ์„œ๋น„์Šค ๋ฐ Firebase์™€ Google Analytics๋ฅผ ํ™œ์šฉํ•œ ๋ฐ์ดํ„ฐ ๋ถ„์„.
    Mingle GitHub
    Mingle YouTube

  5. LLM-RAG ๋ชจ๋ธ ๊ฐœ๋ฐœ, Dacon ๋Œ€ํšŒ ์ฐธ์—ฌ (24.03)
    ๋„๋ฐฐ ํ•˜์ž ์งˆ์˜์‘๋‹ต ์ฒ˜๋ฆฌ AI ๋ชจ๋ธ ๊ฐœ๋ฐœ. 32์œ„๋กœ ๋งˆ๋ฌด๋ฆฌ.
    LLM-hansol GitHub

  6. ๊ตญํšŒ ์ƒ์„ฑAI ๊ธฐ๋ฐ˜ ์„œ๋น„์Šค ๊ณต๋ชจ์ „ (2024.01-)
    LLM์œผ๋กœ ๊ตญํšŒ ๋ฐ์ดํ„ฐ๋ฅผ ํ•™์Šตํ•˜์—ฌ ์ฑ—๋ด‡ ์„œ๋น„์Šค ๊ตฌํ˜„. ํ˜„์žฌ ๋ณธ์„  ์ง„์ถœ ์ค‘.

  7. ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ์ธํ•˜ ์ธ๊ณต์ง€๋Šฅ ๋Œ€ํšŒ 1๋“ฑ (2023)
    GCN ๋“ฑ ๋‹ค์–‘ํ•œ ๋ชจ๋ธ์„ ํ•™์Šตํ•˜์—ฌ ์•™์ƒ๋ธ” ์ „๋žต์„ ๊ตฌํ˜„. ์ „์ฒด 27ํŒ€ ์ค‘ 1๋“ฑ (๋Œ€ํ•™์›, ํ•™๋ถ€์ƒ ๋ถ€๋ถ„ ์ „์ฒด 1๋“ฑ)
    Competition GitHub

  8. Samsung AI Challenge : Camera-Invariant Domain Adaptation (2023.09)
    ์นด๋ฉ”๋ผ ํŠน์„ฑ ๋ณ€ํ™”์— ๊ฐ•ํ•œ ๋„๋ฉ”์ธ ์–ด๋Œ‘ํ…Œ์ด์…˜ ์ž‘์—…์„ ์ง„ํ–‰ํ•˜๋ฉฐ, VLM ๋ฐ CNN ๊ธฐ๋ฐ˜ ๋ชจ๋ธ์„ ์‹คํ—˜ ๋ฐ ๋น„๊ต. 300ํŒ€ ์ค‘ 6์œ„.
    Samsung AI Challenge GitHub

๊ฒฝ์ง„๋Œ€ํšŒ ๋ฐ ๊ณต๋ชจ์ „ ์ฐธ๊ฐ€ ๋ฐ ์ˆ˜์ƒ ์ด๋ ฅ

  • 2023 ์ธํ•˜๋Œ€ํ•™๊ต ์ธ๊ณต์ง€๋Šฅ๋Œ€ํšŒ ๋Œ€์ƒ (2023.07-2023.08)
  • SAIT ์‚ผ์„ฑ domain adaptation ์ข…ํ•ฉ 6๋“ฑ (2023.09-2023.10)
  • Mingle Google solution challenge Top 100 (2024.01~05)

ํ•™ํšŒ ๋ฐ ๋…ผ๋ฌธ ์ฐธ๊ฐ€

  • 2023 samsung ai forum
  • 2024 IPIU (Jeju island)
  • 2024 KSIAM ์ถ˜๊ณ„ ํ•™ํšŒ

๋™์•„๋ฆฌ ๋ฐ ๊ธฐํƒ€ ํ™œ๋™

  • GDSC (23~24) ํ•™์ƒ๊ฐœ๋ฐœ์ž
  • ์ธ๋น… ๋ฐ์ดํ„ฐ๋ถ„์„ ํ•™ํšŒ 2๊ธฐ~9๊ธฐ ํ™œ๋™ (2020.03.~2023.12.)

ํ”„๋กœ๊ทธ๋žจ

  • ์ธํ•˜๋Œ€ ํƒ„์†Œ์ค‘๋ฆฝ ์•„์นด๋ฐ๋ฏธ 2๊ธฐ (2024.03~)

ETC


JB0527's GitHub Stats

Solved.ac ํ”„๋กœํ•„

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    Jupyter Notebook

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