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๐ŸŒฑStack

[ Data analysis ]

  • Python, Pandas, NumPy, SciPy :
    • ๋ฐ์ดํ„ฐ ์ง๋ฌด๋ฅผ ์ˆ˜ํ–‰ํ•˜๊ธฐ ์œ„ํ•œ ๊ธฐ๋ณธ์ ์ธ Python ์Šคํ‚ฌ ๋ณด์œ .
    • pandas ํŒจํ‚ค์ง€๋ฅผ ์ด์šฉํ•œ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ๋ฐ ๊ฐ€๊ณต ๊ฐ€๋Šฅ.
    • ๋ฐ์ดํ„ฐ ์ง๋ฌด์˜ ํ•„์ˆ˜์ธ ๊ณผํ•™ ๊ธฐ์ˆ  ๊ณ„์‚ฐ์„ ์œ„ํ•œ NumPy, SciPy ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ํ™œ์šฉ ๊ฐ€๋Šฅ.
  • MySQL, SQLite3, PostgreSQL, NoSQL, MongoDB, Firebase :
    • ๋ฐ์ดํ„ฐ ๋ฒ ์ด์Šค ๊ตฌ์ถ• ๋ฐ ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘์„ ์œ„ํ•œ ์Šคํ‚ฌ ๋ณด์œ .
  • Selenium, Beautiful Soup :
    • ์›น ํฌ๋กค๋Ÿฌ๋ฅผ ๋งŒ๋“ค๊ธฐ ์œ„ํ•œ Selenium, Beautiful Soup ์Šคํ‚ฌ ๋ณด์œ .
  • Matplotlib, Seaborn, Google Data Studio, Metabase :
    • ๋ฐ์ดํ„ฐ ๋ถ„์„์„ ์œ„ํ•œ ์‹œ๊ฐํ™” ์Šคํ‚ฌ ๋ณด์œ .
  • Flask, Heroku :
    • ์›น ์‚ฌ์ดํŠธ ๊ตฌ์ถ• ๋ฐ ๋ฐฐํฌ๋ฅผ ์œ„ํ•œ ์Šคํ‚ฌ ๋ณด์œ .

[Data science]

  • Python, Pandas :
    • ๋ฐ์ดํ„ฐ ์‚ฌ์ด์–ธํ‹ฐ์ŠคํŠธ ์ง๋ฌด๋ฅผ ์ˆ˜ํ–‰ํ•˜๊ธฐ ์œ„ํ•œ ๊ธฐ๋ณธ์ ์ธ Python ์Šคํ‚ฌ ๋ณด์œ .
    • pandas ํŒจํ‚ค์ง€๋ฅผ ์ด์šฉํ•œ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ๋ฐ ๊ฐ€๊ณต ๊ฐ€๋Šฅ.
  • Scikit-learn, XGBoost, LightGBM :
    • Scikit-learn, XGBoost, LightGBM์„ ์‚ฌ์šฉํ•˜์—ฌ ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ๋ง ๋ฐ ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์ถ• ๊ฐ€๋Šฅ.
  • Tensorflow, Keras, pytorch :
    • Tensorflow, Keras, pytorch๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๊ธฐ๋ณธ์ ์ธ ๋”ฅ๋Ÿฌ๋‹ ๋ชจ๋ธ(Computer Vision, NLP) ๊ตฌ์ถ• ๊ฐ€๋Šฅ.
  • Git :
    • Git์„ ํ†ตํ•ด ๋™๋ฃŒ๋“ค๊ณผ ์›ํ™œํ•œ ํ˜‘์—… ๊ฐ€๋Šฅ.
  • Docker:
    • ํด๋ผ์šฐ๋“œ ํ™˜๊ฒฝ์„ ์ดํ•ดํ•˜๊ณ  Docker๋ฅผ ํ†ตํ•ด ๋ชจ๋ธ ๊ตฌ์ถ•์„ ์œ„ํ•œ ๊ธฐ๋ณธ์ ์ธ ํ™˜๊ฒฝ ๊ตฌ์ถ• ๊ฐ€๋Šฅ.
  • ๊ธฐํƒ€ :
    • ๋จธ์‹ ๋Ÿฌ๋‹, ๋”ฅ๋Ÿฌ๋‹ ๋…ผ๋ฌธ ์—ฐ๊ตฌ.



โœจ[PROJECT]

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Kwangoh Ahn's Projects

api-project icon api-project

ํ–‰๋™์œ„ํ—˜์š”์ธ์กฐ์‚ฌ ๋ฐ์ดํ„ฐ๋ฅผ ์ด์šฉํ•˜์—ฌ ๋ฐ์ดํ„ฐ ๋ฒ ์ด์Šค๋ฅผ ๊ตฌ์ถ• ํ›„ ์‹ฌ์žฅ์งˆํ™˜ ์˜ˆ์ธก ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ํ™œ์šฉํ•˜์—ฌ ์›น ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜ ์„œ๋น„์Šค๋ฅผ ๋งŒ๋“ค์–ด ๋ฐฐํฌ.

covid-19_x-ray_dl_project icon covid-19_x-ray_dl_project

Covid-19์— ๊ฐ์—ผ๋˜์–ด ๋‚˜ํƒ€๋‚˜๋Š” ํ‰๋ถ€ X-ray ์ด๋ฏธ์ง€ ๋ฐ์ดํ„ฐ์™€ ์‚ฌ์ „ ํ•™์Šต ๋ชจ๋ธ(Pre-trained Model)์„ ํ™œ์šฉํ•˜์—ฌ Covid-19๋ฅผ ๋ถ„๋ฅ˜ํ•˜๊ณ  ์˜ˆ์ธกํ•˜๋Š” ๋ชจ๋ธ์„ ๊ตฌ์ถ•.

dl_ml-recommendation-system-speech-data icon dl_ml-recommendation-system-speech-data

์Œ์„ฑ ์ธ์‹ ๋ชจ๋ธ์„ ํ†ตํ•ด ์ƒ๋‹ด ์Œ์„ฑ ๋ฐ์ดํ„ฐ๋ฅผ ํ…์ŠคํŠธ ํ˜•ํƒœ๋กœ ๋ณ€ํ™˜ ํ›„ ๊ฐ์ • ๋ถ„๋ฅ˜ ๋ชจ๋ธ์„ ํ†ตํ•ด ๋ผ๋ฒจ๋ง์„ ํ•˜์—ฌ ๋ฐ์ดํ„ฐ ๋ถ„์„์„ ์‹œํ–‰ํ•˜๊ณ  ์ถ”์ฒœ ์‹œ์Šคํ…œ์„ ๊ตฌ์ถ•

heartdisease_ml-project icon heartdisease_ml-project

ํ–‰๋™์œ„ํ—˜์š”์ธ์กฐ์‚ฌ ๋ฐ์ดํ„ฐ๋ฅผ ํ™œ์šฉํ•˜์—ฌ ์‹ฌ์žฅ์งˆํ™˜ ์˜ˆ์ธก ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ๊ตฌ์ถ•ํ•œ๋‹ค.

interview_question_for_beginner icon interview_question_for_beginner

:boy: :girl: Technical-Interview guidelines written for those who started studying programming. I wish you all the best. :space_invader:

log-data-analysis-project icon log-data-analysis-project

๋ชจ๋ฐ”์ผ(์•ˆ๋“œ๋กœ์ด๋“œ) ์‚ฌ์šฉ์ž์˜ ๋กœ๊ทธ ๋ฐ์ดํ„ฐ๋ฅผ ํ™œ์šฉํ•˜์—ฌ ์›น/์•ฑ์˜ ์‚ฌ์šฉ ํŒจํ„ด, ์‚ฌ์šฉ์ž์˜ ๊ด€์‹ฌ์‚ฌ, ์ƒํ™œ ํŒจํ„ด์„ ๋ถ„์„ํ•˜์—ฌ ์ธ์‚ฌ์ดํŠธ๋ฅผ ๋„์ถœ.

videogame_analysis-project icon videogame_analysis-project

๋น„๋””์˜ค ๊ฒŒ์ž„ ํŒ๋งค๋Ÿ‰ ๋ฐ์ดํ„ฐ๋ฅผ ํ†ตํ•ด ๋‹ค์Œ ๋ถ„๊ธฐ ์–ด๋– ํ•œ ๊ฒŒ์ž„์„ ์„ค๊ณ„ํ•  ๊ฒƒ์ธ์ง€์— ๋Œ€ํ•œ ๋ฐ์ดํ„ฐ ๋ถ„์„๊ณผ ์ธ์‚ฌ์ดํŠธ๋ฅผ ๋„์ถœ

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