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Bokza/README.md

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๐Ÿ‘‹ Welcome my github profile



โ˜๏ธ Introduce โ˜๏ธ

์•ˆ๋…•ํ•˜์„ธ์š”!
๋ฐ์ดํ„ฐ ์‚ฌ์ด์–ธํ‹ฐ์ŠคํŠธ๋ฅผ ๊ฟˆ๊พธ๋Š” ์ด์žฌ๋ณต์ž…๋‹ˆ๋‹ค.
์ฃผ๋กœ ๋ถ„๋ฅ˜, ํšŒ๊ท€, ์‹œ๊ณ„์—ด ์˜ˆ์ธก ๋ชจ๋ธ๋ง์— ๊ด€์‹ฌ์žˆ๊ณ  ๊ฒฝํ—˜์„ ์Œ“๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.
โœ‰ woqhr9805@gmail.com

๐Ÿ“ Activities related to data science

2021
๊ต๋‚ด ํ†ต๊ณ„๊ฒฝ์ง„๋Œ€ํšŒ ํšŒ๊ท€๋ถ„์„ ๋ถ€๋ฌธ ์ตœ์šฐ์ˆ˜์ƒ ๐Ÿ† (์œ ํŠœ๋ธŒ ๊ตฌ๋…์ž์ˆ˜์— ๋Œ€ํ•œ ํšŒ๊ท€์‹ ์ถ”๋ก , 2021.10 ~ 2021.12)
"SAS Viya๋กœ Machine Learning ๋”ฐ๋ผํ•˜๊ธฐ" SAS ๋ณธ์‚ฌ ๊ต์œก ์ˆ˜๋ฃŒ (2021.12.20)

2022
ํ†ต๊ณ„ํ•™๊ณผ ํ–‰์ •์ธํ„ด (2021.03 ~ 2022.06)
์‡ผํ•‘๋ชฐ ์ง€์ ๋ณ„ ๋งค์ถœ์•ก ์˜ˆ์ธก ๊ฒฝ์ง„๋Œ€ํšŒ(๊ฐœ์ธ) - ์ƒ์œ„ 20% (2022.06 ~ 2022.07)
ํ–‰์ •์•ˆ์ „๋ถ€, NIA ์ฃผ๊ด€ "2022๋…„ ๋ฐ์ดํ„ฐ ๋ถ„์„ ์ฒญ๋…„์ธ์žฌ ์–‘์„ฑ์‚ฌ์—…" ๊ต์œก ์ˆ˜๋ฃŒ (2022.05 ~ 2022.08)
"๊ทธ๋ฆฐ ํ—ˆ๋ธŒ" ์ž๋™ ๋ถ„๋ฆฌ์ˆ˜๊ฑฐ ์“ฐ๋ ˆ๊ธฐํ†ต ๊ฐœ๋ฐœ ๋ฐ ์ตœ์  ์ž…์ง€ ์„ ์ •(ํŒ€) (ResNet, TSP) (2022.07 ~ 2022.08)
๋กฏ๋ฐ ๋ฉค๋ฒ„์Šค ๋น…๋ฐ์ดํ„ฐ ๊ฒฝ์ง„๋Œ€ํšŒ ์ฐธ์—ฌ(ํŒ€) (์ดํƒˆ๊ณ ๊ฐ ์˜ˆ์ธก, LGBM) (2022.07 ~ 2022.08)

2023
์ถ”์ฒœ ๊ฒ€์ƒ‰์–ด, ์ฑ—๋ด‡ ๊ฐœ๋ฐœ(๊ฐœ์ธ) (Word2Vec, KoGPT, NLP)
API ์ž๋™ ์ ์žฌ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ(๊ฐœ์ธ) (postgreSQL)
Linux Ubuntu Sever ๋งค๋‰ด์–ผ ์ž‘์„ฑ
๋กœ๋˜ API๋ฅผ ์ด์šฉํ•œ ๋‹ค์Œ์ฃผ ๋กœ๋˜ ๋ฒˆํ˜ธ ์˜ˆ์ธก ์†Œ์Šค ๊ตฌํ˜„ (LSTM, Prophet, ์žฌ๋ฏธ์šฉ)
์ €์ˆ˜์ง€ ์ˆ˜์œ„ ์˜ˆ์ธก ํ”„๋กœ์ ํŠธ (Pytorch, LTSF-Linear, HampelFilter, MariaDB, Oracle, 2023.07 ~ 2024.01)
์ €์ˆ˜์ง€ ์ˆ˜์œ„ ์˜ˆ์ธก ํ”„๋กœ์ ํŠธ ํ™”๋ฉด ๊ฐœ๋ฐœ (FastAPI)
์ €์ˆ˜์ง€ ์ˆ˜์œ„ ์˜ˆ์ธก ํ”„๋กœ์ ํŠธ ๊ฐ€์ƒํ™˜๊ฒฝ ๊ตฌ์ถ• (VirtualBox, Linux)
์ œ์ฃผ ํŠน์‚ฐ๋ฌผ ๊ฐ€๊ฒฉ ์˜ˆ์ธก AI ๊ฒฝ์ง„๋Œ€ํšŒ(๊ฐœ์ธ) - ์ƒ์œ„ 8.6%๐Ÿฅ‰ 96๋“ฑ/1093 (AutoGluon, 2023.10.26 ~ 2023.11.20)
ํ•™์Šต ํ”Œ๋žซํผ ๊ตฌ๋…์ž ์˜ˆ์ธก ๋Œ€ํšŒ(๊ฐœ์ธ) - ์šฐ์Šน๐Ÿ† 1๋“ฑ/380 (Multi-Layer-Perceptron + Target Encoding, 2023.11.22 ~ 2023.12.11)

2024
์„œ์šธ์‹œ ํ‰๊ท  ๊ธฐ์˜จ ์˜ˆ์ธก ๋Œ€ํšŒ(๊ฐœ์ธ) - ์ƒ์œ„ 0.6%๐Ÿฅ‡ 4๋“ฑ/624 (Prophet+XGBoost + Optuna, 2023.12.11 ~ 2024.01.02)
๊ณ ๊ฐ ๋“ฑ๊ธ‰ ๋ถ„๋ฅ˜ ๋Œ€ํšŒ(๊ฐœ์ธ) - ์ƒ์œ„ 0.9% ๐Ÿฅ‡ 7๋“ฑ/784 (RandomForest, 2024.01.15 ~ 2024.02.05)
๋ชจ๋ธ ํŠœ๋‹ ์ฑŒ๋ฆฐ์ง€ : ์›”๊ฐ„ ๋ฐ์ด์ฝ˜ ํŒŒ์ผ๋Ÿฟ(๊ฐœ์ธ) - Public 1๋“ฑ/359 (RandomForest, 2024.03.11 ~ 2024.04.08)

2025
๊ฑด๋ฌผ ์žฌ์‹ค์—ฌ๋ถ€ ๋ฐ ์žฌ์‹ค๋ฅ  ์˜ˆ์ธก ๋ชจ๋ธ ๊ฐœ๋ฐœ ๋ฐ ๋ฐฐํฌ - (HMM, Scaling, Spark, Bento, Docker, MLflow, AWS, 2024.11 ~ )
๊ฑด๋ฌผ ์—๋„ˆ์ง€ ์‚ฌ์šฉ๋Ÿ‰ ์˜ˆ์ธก ๋ชจ๋ธ ๊ฐœ๋ฐœ ๋ฐ ๋ฐฐํฌ - (Pytorch, SegRNN, Spark, Bento, Docker, MLflow, AWS, 2025.01 ~ )
๊ธฐ์—… ์„ฑ๊ณต ํ™•๋ฅ  ์˜ˆ์ธก ๋Œ€ํšŒ(๊ฐœ์ธ) - ์šฐ์Šน๐Ÿ† 1๋“ฑ/592 (RandomForest + GridSearch, 2025.04.01 ~ 2025.05.30)
๋ƒ‰๋‚œ๋ฐฉ๊ธฐ ์ž๋™์ œ์–ด ๊ฐ•ํ™”ํ•™์Šต DQN ๋ชจ๋ธ ๊ฐœ๋ฐœ ๋ฐ ๋ฐฐํฌ - (Pytorch, Reinforcement Learning, DQN, Airflow, 2025.10 ~ )



๐ŸŽซ License

๋น…๋ฐ์ดํ„ฐ๋ถ„์„๊ธฐ์‚ฌ (ํ•œ๊ตญ๋ฐ์ดํ„ฐ์‚ฐ์—…์ง„ํฅ์›, 2022.07)
๋ฐ์ดํ„ฐ๋ถ„์„ ์ค€์ „๋ฌธ๊ฐ€ ADsP (ํ•œ๊ตญ๋ฐ์ดํ„ฐ์‚ฐ์—…์ง„ํฅ์›, 2021.09)
์‚ฌํšŒ์กฐ์‚ฌ๋ถ„์„์‚ฌ 2๊ธ‰ (ํ•œ๊ตญ์‚ฐ์—…์ธ๋ ฅ๊ณต๋‹จ, 2022.06)
์ปดํ“จํ„ฐํ™œ์šฉ๋Šฅ๋ ฅ 1๊ธ‰ (๋Œ€ํ•œ์ƒ๊ณตํšŒ์˜์†Œ, 2021.03)



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