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woov2/README.md

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Hi there ๐Ÿ‘‹

Hello, I'm Sangwoo Lee, dreaming of becoming a Data Scientist

I will graduate from Kookmin University in February 2025, majoring in AI Big Data Management.

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๐Ÿ“š Education

๊ธฐ๊ฐ„ ์†Œ์† ์ „๊ณต & ๊ต์œก ํ•™์œ„ ๋น„๊ณ 
2015.03 ~ 2018.02 ์‹ ์ผ๊ณ ๋“ฑํ•™๊ต ์ด๊ณต๊ณ„์—ด - ์กธ์—…
2019.03 ~ ๊ตญ๋ฏผ๋Œ€ํ•™๊ต ๋น…๋ฐ์ดํ„ฐ๊ฒฝ์˜ํ†ต๊ณ„์ „๊ณต(AI๋น…๋ฐ์ดํ„ฐ์œตํ•ฉ๊ฒฝ์˜ํ•™๊ณผ) ์ œ1์ „๊ณต ์žฌํ•™
2021.03 ~ 2022.12 D&A ๋น…๋ฐ์ดํ„ฐ ํ•™ํšŒ(ML/DL) ๋ฉค๋ฒ„ ๋งํฌ
2023.07 ~ 2023.08 LG AI Research LG Aimers/Data Intelligence 3๊ธฐ - ์ˆ˜๋ฃŒ
2024.01 ~ 2024.02 LG AI Research LG Aimers/Data Intelligence 4๊ธฐ - ์ˆ˜๋ฃŒ
2024.07 ~ 2024.08 LG AI Research LG Aimers/Data Intelligence 5๊ธฐ - ์ˆ˜๋ฃŒ
2024.06 ~ 20224.10 Google AI Google ML Bootcamp 2024 - ์ˆ˜๋ฃŒ

๐Ÿ† Award

์—ฐ๋„ ๋Œ€ํšŒ๋ช… ์ฃผ์ตœ ๋‚ด์šฉ ์ˆ˜์ƒ ๋งํฌ
2021 ์ œ1ํšŒ ์‚ฐํ•™์—ฐ๊ณ„๊ณต๋ชจ์ „ (์ฃผ)ํ”Œ๋žซํฌ๋จธ์Šค ํ™ˆํด๋ฆฐ ๋ฐ์ดํ„ฐ๋ฅผ ํ™œ์šฉํ•˜์—ฌ ๊ณ ๊ฐ๊ณผ ๊ฐ€์‚ฌ๋„์šฐ๋ฏธ ๋งค์นญ ์„ฑ๊ณต ์—ฌ๋ถ€ ์˜ˆ์ธก ๋ชจ๋ธ ๊ฐœ๋ฐœ 2์œ„(์ตœ์šฐ์ˆ˜์ƒ) ๋งํฌ
2021 ์›”๊ฐ„ ๋ฐ์ด์ฝ˜ ์Œํ–ฅ ๋ฐ์ดํ„ฐ COVID-19 ๊ฒ€์ถœ AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon ๊ฒ€์‚ฌ์ž์˜ ์Œํ–ฅ ๋ฐ์ดํ„ฐ(๊ธฐ์นจ ์†Œ๋ฆฌ)์™€ ๊ฑด๊ฐ• ์ƒํƒœ ๋ฐ์ดํ„ฐ(ํ˜ธํก๊ธฐ ์ƒํƒœ, ๊ทผ์œกํ†ต ๋“ฑ)๋“ค์„ ํ™œ์šฉํ•˜์—ฌ COVID-19 ๊ฐ์—ผ ์—ฌ๋ถ€ ์˜ˆ์ธก ๋ชจ๋ธ ๊ฐœ๋ฐœ 10์œ„(Scholarship) ๋งํฌ
2022 ์œ ์ „์ฒด ์ •๋ณด ํ’ˆ์ข… ๋ถ„๋ฅ˜ AI ๊ฒฝ์ง„๋Œ€ํšŒ ์ถฉ๋‚จ๋Œ€ํ•™๊ต ๋ฐ”์ด์˜คAI์œตํ•ฉ์—ฐ๊ตฌ์„ผํ„ฐ, ํ‹ฐ์—”ํ‹ฐ๋ฆฌ์จ์น˜, AI Frenz ๊ฐœ์ฒด์™€ SNP ์ •๋ณด๋ฅผ ์ด์šฉํ•˜์—ฌ ํ’ˆ์ข… ๋ถ„๋ฅ˜ AI ๋ชจ๋ธ ๊ฐœ๋ฐœ 1์œ„(๋Œ€์ƒ) ๋งํฌ
2023 HDํ˜„๋Œ€ AI Challenge HD ํ•œ๊ตญ์กฐ์„ ํ•ด์–‘ ํ•ญ๋งŒ ๅ…ง ์„ ๋ฐ• ๋Œ€๊ธฐ ์‹œ๊ฐ„ ์˜ˆ์ธก์„ ์œ„ํ•œ ์„ ๋ฐ• ํ•ญ์ฐจ ๋ฐ์ดํ„ฐ ๋ถ„์„ AI ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ(์˜ˆ์„ ) /
๊ฑด์„ค๊ธฐ๊ณ„ ์ค‘๋Ÿ‰ ์˜ˆ์ธก์„ ์œ„ํ•œ Sensor ๋ฐ์ดํ„ฐ ๋ถ„์„ AI ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ(๋ณธ์„ )
2์œ„(์šฐ์ˆ˜์ƒ) ๋งํฌ
2023 ๋Œ€๊ตฌ ๊ตํ†ต์‚ฌ๊ณ  ํ”ผํ•ด ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ ํ•œ๊ตญ์ž๋™์ฐจ์—ฐ๊ตฌ์›, ๋Œ€๊ตฌ๋””์ง€ํ„ธํ˜์‹ ์ง„ํฅ์› ์‹œ๊ณต๊ฐ„ ์ •๋ณด๋กœ๋ถ€ํ„ฐ ์‚ฌ๊ณ ์œ„ํ—˜๋„(ECLO) ์˜ˆ์ธก AI ๋ชจ๋ธ ๊ฐœ๋ฐœ 3์œ„(๋Œ€๊ตฌ๋””์ง€ํ„ธํ˜์‹ ์ง„ํฅ์›์žฅ์ƒ) ๋งํฌ
2024 ์ œํ’ˆ ์ด์ƒ ์—ฌ๋ถ€ ํŒ๋ณ„ ํ”„๋กœ์ ํŠธ (LG Aimers 5th) LG AI Research, ๊ณ ์šฉ๋…ธ๋™๋ถ€, ํ•œ๊ฒฝ๋‹ท์ปด ๋””์Šคํ”Œ๋ ˆ์ด ๊ณต์ • ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ ์ œํ’ˆ ์ด์ƒ ์—ฌ๋ถ€ ์˜ˆ์ธก ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ฐœ๋ฐœ 2์œ„(LG AI ์—ฐ๊ตฌ์›์žฅ์ƒ) ๋งํฌ
2024 2024 ์ƒ๋ช…์—ฐ๊ตฌ์ž์› AIํ™œ์šฉ ๊ฒฝ์ง„๋Œ€ํšŒ : ์ธ๊ณต์ง€๋Šฅ ํ™œ์šฉ ๋ถ€๋ฌธ ๊ณผํ•™๊ธฐ์ˆ ์ •๋ณดํ†ต์‹ ๋ถ€, ํ•œ๊ตญ์ƒ๋ช…๊ณตํ•™์—ฐ๊ตฌ์›, ๊ตญ๊ฐ€์ƒ๋ช…์—ฐ๊ตฌ์ž์›์ •๋ณด์„ผํ„ฐ ์•”ํ™˜์ž ์œ ์ „์ฒด ๋ฐ์ดํ„ฐ์˜ ๋ณ€์ด ์ •๋ณด๋ฅผ ํ™œ์šฉํ•œ ์•”์ข… ๋ถ„๋ฅ˜ AI ๋ชจ๋ธ ๊ฐœ๋ฐœ 3์œ„(๊ตญ๊ฐ€์ƒ๋ช…์—ฐ๊ตฌ์ž์›์ •๋ณด์„ผํ„ฐ ์„ผํ„ฐ์žฅ์ƒ) ๋งํฌ
2024 ๋ฐ์ดํ„ฐยทAI๋ฅผ ํ™œ์šฉํ•œ ๋ฌผ๊ฐ€ ์˜ˆ์ธก ๊ฒฝ์ง„๋Œ€ํšŒ : ๋†์‚ฐ๋ฌผ ๊ฐ€๊ฒฉ์„ ์ค‘์‹ฌ์œผ๋กœ ๋””์ง€ํ„ธํ”Œ๋žซํผ์ •๋ถ€์œ„์›ํšŒ / ๋†๋ฆผ์ถ•์‚ฐ์‹ํ’ˆ๋ถ€ ๊ตญ๋ฏผ์ƒํ™œ๊ณผ ๋ฐ€์ ‘ํ•œ 10๊ฐœ ๋†์‚ฐ๋ฌผ ํ’ˆ๋ชฉ์˜ ๊ฐ€๊ฒฉ ์˜ˆ์ธก AI ๋ชจ๋ธ ๊ฐœ๋ฐœ 3์œ„(ํ•œ๊ตญ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ์ง„ํฅ์›์žฅ์ƒ) ๋งํฌ

๐Ÿ… Competition

๋Œ€ํšŒ๋ช… ์ฃผ๊ด€/์ฃผ์ตœ Tag ์ˆœ์œ„ ์—ญํ•  ๊ธฐ๊ฐ„ ๋น„๊ณ 
์ฃผ์ฐจ์ˆ˜์š” ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
ํ•œ๊ตญํ† ์ง€์ฃผํƒ๊ณต์‚ฌ
Regression 36์œ„/503 ํŒ€์› 2021.06.10 ~ 2021.07.30 -
์ œ1ํšŒ ์‚ฐํ•™์—ฐ๊ณ„๊ณต๋ชจ์ „ AI๋น…๋ฐ์ดํ„ฐ์œตํ•ฉ๊ฒฝ์˜ํ•™๊ณผ /
(์ฃผ)ํ”Œ๋žซํฌ๋จธ์Šค
Binary Classification 2์œ„/10 ํŒ€์› 2021.10.26 ~ 2021.12.01 -
๋ฌผ๋ฅ˜ ์œ ํ†ต๋Ÿ‰ ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
๊ตญํ† ์—ฐ๊ตฌ์›
Regression 15์œ„/237 ํŒ€์žฅ 2021.12.06 ~ 2021.12.20 -
์›”๊ฐ„ ๋ฐ์ด์ฝ˜ ์Œํ–ฅ ๋ฐ์ดํ„ฐ COVID-19 ๊ฒ€์ถœ AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon Binary Classification 10์œ„/481 ํŒ€์žฅ 2022.05.31 ~ 2022.07.08 Scholarship
2022 BigContest BigContest Binary Classification /
Serivce Idea
- ํŒ€์› 2022.08.30 ~ 2022.10.14 -
์œ ์ „์ฒด ์ •๋ณด ํ’ˆ์ข… ๋ถ„๋ฅ˜ AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
์ถฉ๋‚จ๋Œ€ํ•™๊ต ๋ฐ”์ด์˜คAI์œตํ•ฉ์—ฐ๊ตฌ์„ผํ„ฐ, ํ‹ฐ์—”ํ‹ฐ๋ฆฌ์จ์น˜, AI Frenz
Binary Classification 1์œ„/716 ํŒ€์› 2022.12.12 ~ 2023.01.16 ๋Œ€์ƒ ์ˆ˜์ƒ
๊ฐ๊ทค ์ฐฉ๊ณผ๋Ÿ‰ ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
์ œ์ฃผ ํ…Œํฌ๋…ธํŒŒํฌ
Regression 17์œ„/257 ํŒ€์› 2022.12.12 ~ 2022.12.14 -
2023 ๊ด‘์ง„๊ตฌ ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„ ๊ณต๋ชจ์ „ ๊ด‘์ง„๊ตฌ Free topic about city issues - ํŒ€์› 2023.03.20 ~ 2023.05.04 -
2023 ์ „๋ ฅ์‚ฌ์šฉ๋Ÿ‰ ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
ํ•œ๊ตญ์—๋„ˆ์ง€๊ณต๋‹จ
Time Series 17์œ„/1233 ํŒ€์žฅ 2023.07.17 ~ 2023.08.28 -
์˜จ๋ผ์ธ ์ฑ„๋„ ์ œํ’ˆ ํŒ๋งค๋Ÿ‰
์˜ˆ์ธก AI ์˜จ๋ผ์ธ ํ•ด์ปคํ†ค
Dacon /
LG AI Research
Time Series 12์œ„/747
(์ƒ์œ„ 1%)
ํŒ€์› 2023.08.01 ~ 2023.08.28 ์˜คํ”„๋ผ์ธ ํ•ด์ปคํ†ค ์ง„์ถœ
์˜จ๋ผ์ธ ์ฑ„๋„ ์ œํ’ˆ ํŒ๋งค๋Ÿ‰
์˜ˆ์ธก AI ์˜คํ”„๋ผ์ธ ํ•ด์ปคํ†ค
Dacon /
LG AI Research
Time Series 24์œ„/43 ํŒ€์› 2023.09.16 ~ 09.17 -
HDํ˜„๋Œ€ AI Challenge<์˜ˆ์„ > Dacon /
HDํ˜„๋Œ€ AI Center
ML(Regression) 1์œ„/330 ํŒ€์› 2023.09.25 ~ 2023.10.30 ๋ณธ์„  ์ง„์ถœ
HDํ˜„๋Œ€ AI Challenge<๋ณธ์„ > Dacon /
HDํ˜„๋Œ€ AI Center
Time Series 2์œ„/11 ํŒ€์› 2023.11.06 ~ 2023.11.10 ์šฐ์ˆ˜์ƒ ์ˆ˜์ƒ
์ œ์ฃผ ํŠน์‚ฐ๋ฌผ ๊ฐ€๊ฒฉ ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
์ œ์ฃผํ…Œํฌ๋…ธํŒŒํฌ
Time Series 208์œ„/1093 ํŒ€์› 2023.10 ~ 2023.11 -
๋Œ€๊ตฌ ๊ตํ†ต์‚ฌ๊ณ  ํ”ผํ•ด ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
ํ•œ๊ตญ์ž๋™์ฐจ์—ฐ๊ตฌ์›
ML(Regression) 1์œ„/942 ํŒ€์žฅ 2023.11 ~ 2023.12 ๋Œ€๊ตฌ๋””์ง€ํ„ธํ˜์‹ ์ง„ํฅ์›์žฅ์ƒ ์ˆ˜์ƒ
MQL ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ B2B ์˜์—…๊ธฐํšŒ ์ฐฝ์ถœ ์˜ˆ์ธก ๋ชจ๋ธ ๊ฐœ๋ฐœ<์˜ˆ์„ > Dacon /
LG AI Research
ML(Classification) 12์œ„
(์ƒ์œ„ 1%)ใ€€ใ€€
ํŒ€์› 2024.02 ~ 2024.02 ์˜คํ”„๋ผ์ธ ํ•ด์ปคํ†ค ์ง„์ถœ
MQL ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ B2B ์˜์—…๊ธฐํšŒ ์ฐฝ์ถœ ์˜ˆ์ธก ๋ชจ๋ธ ๊ฐœ๋ฐœ<๋ณธ์„ > Dacon /
LG AI Research
ML(Classification) 17์œ„ ํŒ€์› 2024.04.06 ~ 04.07 -
์ œ2ํšŒ AI ์‹ ์•ฝ๊ฐœ๋ฐœ ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
ํ•œ๊ตญ์ œ์•ฝ๋ฐ”์ด์˜คํ˜‘ํšŒ AI์‹ ์•ฝ์œตํ•ฉ์—ฐ๊ตฌ์›
ML(Regression) 70์œ„/900ํŒ€ ํŒ€์› 2024.08.05 ~ 09.23 -
์ œํ’ˆ ์ด์ƒ ์—ฌ๋ถ€ ํŒ๋ณ„ ํ”„๋กœ์ ํŠธ (LG Aimers 5th)<์˜ˆ์„ > Dacon /
LG AI Research
ML(Classification) 1์œ„
(์ƒ์œ„ 0.1%)ใ€€ใ€€
ํŒ€์› 2024.07 ~ 2024.08 ์˜คํ”„๋ผ์ธ ํ•ด์ปคํ†ค ์ง„์ถœ
์ œํ’ˆ ์ด์ƒ ์—ฌ๋ถ€ ํŒ๋ณ„ ํ”„๋กœ์ ํŠธ (LG Aimers 5th)<๋ณธ์„ > Dacon /
LG AI Research
ML(Classification) 2์œ„/30ํŒ€ ํŒ€์› 2024.09.28 ~ 09.29 LG AI ์—ฐ๊ตฌ์›์žฅ์ƒ ์ˆ˜์ƒ
2024 ์ƒ๋ช…์—ฐ๊ตฌ์ž์› AIํ™œ์šฉ ๊ฒฝ์ง„๋Œ€ํšŒ : ์ธ๊ณต์ง€๋Šฅ ํ™œ์šฉ ๋ถ€๋ฌธ Dacon /
๊ณผํ•™๊ธฐ์ˆ ์ •๋ณดํ†ต์‹ ๋ถ€, ํ•œ๊ตญ์ƒ๋ช…๊ณตํ•™์—ฐ๊ตฌ์›, ๊ตญ๊ฐ€์ƒ๋ช…์—ฐ๊ตฌ์ž์›์ •๋ณด์„ผํ„ฐ
ML(Multi Classification) 3์œ„/940ํŒ€ ํŒ€์› 2024.08.28 ~ 10.21 ๊ตญ๊ฐ€์ƒ๋ช…์—ฐ๊ตฌ์ž์›์ •๋ณด์„ผํ„ฐ ์„ผํ„ฐ์žฅ์ƒ ์ˆ˜์ƒ
๋ฐ์ดํ„ฐยทAI๋ฅผ ํ™œ์šฉํ•œ ๋ฌผ๊ฐ€ ์˜ˆ์ธก ๊ฒฝ์ง„๋Œ€ํšŒ : ๋†์‚ฐ๋ฌผ ๊ฐ€๊ฒฉ์„ ์ค‘์‹ฌ์œผ๋กœ Dacon /
๋””์ง€ํ„ธํ”Œ๋žซํผ์ •๋ถ€์œ„์›ํšŒ, ๋†๋ฆผ์ถ•์‚ฐ์‹ํ’ˆ๋ถ€
ML(Time Series Regression) 3์œ„/550ํŒ€ ํŒ€์› 2024.10.01 ~ 11.14 ํ•œ๊ตญ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ์ง„ํฅ์›์žฅ์ƒ ์ˆ˜์ƒ
์ œ1ํšŒ Medical AI (MAI) ๊ฒฝ์ง„๋Œ€ํšŒ Dacon /
๊ณ ๋ ค๋Œ€ํ•™๊ต ์˜๋ฃŒ์›, ๊ณ ๋ ค๋Œ€ํ•™๊ต ์˜๊ณผ๋Œ€ํ•™, ๊ณ ๋ ค๋Œ€ํ•™๊ต BK21 ์œตํ•ฉ์ค‘๊ฐœ์˜๊ณผํ•™๊ต์œก์—ฐ๊ตฌ๋‹จ
ML(Multi Regression) 8์œ„/266ํŒ€ ํŒ€์› 2024.10.02 ~ 11.15 -

๐Ÿ’ป Project

์—ฐ๋„ ๋ถ„๋ฅ˜ ํ”„๋กœ์ ํŠธ๋ช… ์—ญํ•  ๋น„๊ณ 
2021 ML(Regression) ์œ ํ†ต ๋ฐ์ดํ„ฐ ๋ฐ ๊ตฌ๋งค ๋ฐ์ดํ„ฐ๋กœ ๊ณ ๊ฐ ์—ฐ๋ น ์˜ˆ์ธก ํŒ€์› -
2021 DL(Computer Vision) ๋”ฅ๋Ÿฌ๋‹์„ ํ™œ์šฉํ•œ ์ด๋ฏธ์ง€ ๊ฐ์ฒด ๋ณด์ • ํŒ€์› ๋งํฌ
2022 ML(Classification) & DL(CV/GAN) ํผ์Šค๋„ ์ปฌ๋Ÿฌ ๋ถ„๋ฅ˜ ๋ฐ ๋ฉ”์ดํฌ์—… ์ƒ์„ฑ ํŒ€์› ๋งํฌ
2024 LLM(Gemma) Gemma Fine tuning์„ ํ†ตํ•œ ๊ณ ๊ฐ ๋ถˆ๋งŒ ์š”์•ฝ ์ฑ—๋ด‡ ๊ฐœ๋ฐœ ํŒ€์žฅ ๋งํฌ
2024 ML(Classification) & DL(NLP/LLM) Table to Text : ์ •ํ˜• ๋ฐ์ดํ„ฐ๋ฅผ ๋‹ค๋ฃจ๋Š” ์ƒˆ๋กœ์šด ์ ‘๊ทผ ํŒ€์žฅ ๋งํฌ
2024 DL(CV/LLM/Recommend System) ์˜์–‘์†Œ ๋ถ„์„ ๋ฐ ์–ด์šธ๋ฆผ ์ •๋„๋ฅผ ํ™œ์šฉํ•œ ์Œ์‹ ์ถ”์ฒœ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ ํŒ€์žฅ ๋งํฌ

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