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KB 3rd Future Finance A.I. Challenge Project Repository

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OHAE

KB 3rd Future Finance A.I. Challenge Project Repository
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๐Ÿ‘ช Teammates

  • Team name: KB์ฆ๊ถŒ M-able mini๊ฐ€ ํ’ˆ์€ ์˜คํ•ด
  • Seunguk Yu: School of Computer Science & Engineering in CAU
  • Yejin Kwon: School of Applied Statistics in CAU
  • Minju Kim: School of Business & Economics in CAU

๐Ÿ’ก Prototype

Designed by Adobe XD

1. M-able mini์™€ ์˜คํ•ด๊ฐ€ ๋งŒ๋‚˜๋‹ค

MZ์„ธ๋Œ€๋ฅผ ํƒ€๊ฒŸ์œผ๋กœ kb์ฆ๊ถŒ์—์„œ ๋Ÿฐ์นญ๋œ M-able mini์— '์˜ค๋Š˜์˜ ํ•ด์‹œํƒœ๊ทธ, ์˜คํ•ด' ์„œ๋น„์Šค ์ถ”๊ฐ€ image

2. ์ผ๋ณ„ ์–ธ๊ธ‰๋Ÿ‰์œผ๋กœ ๋งŽ์ด ์–ธ๊ธ‰๋œ ์ข…๋ชฉ์ด ๋ฌด์—‡์ธ์ง€ ํ•œ๋ˆˆ์—

๋„ค์ด๋ฒ„๋‰ด์Šค, ๋‹ค์Œ๋‰ด์Šค, ๋””์‹œ์ธ์‚ฌ์ด๋“œ ์ฃผ์‹๊ฐค๋Ÿฌ๋ฆฌ, ๋„ค์ด๋ฒ„ ์ข…ํ† ๋ฐฉ, ์œ ํŠœ๋ธŒ์— ์–ธ๊ธ‰๋œ ์ข…๋ชฉ์˜ ์ผ๋ณ„ ์–ธ๊ธ‰๋Ÿ‰์„ ํ•œ๋ฒˆ์— ํ™•์ธ image

3. ์ข…๋ชฉ์— ๋Œ€ํ•œ ์˜คํ•ด์™€, ์˜คํ•ด์— ๋”ฐ๋ฅธ ๊ฐ์„ฑ๋ถ„์„์„ ํ•œ๋ˆˆ์—

์ข…๋ชฉ๋ณ„ '์˜ค๋Š˜์˜ ํ•ด์‹œํƒœ๊ทธ, ์˜คํ•ด'์™€ ๊ทธ์— ๋”ฐ๋ฅธ ์—ฐ๊ด€์–ด๊ฐ€ ๋ฌด์—‡์ด๋ฉฐ ๊ฐ์„ฑ๋ถ„์„ ๊ฒฐ๊ณผ๊ฐ€ ์–ด๋–ป๊ฒŒ ๋˜๋Š”์ง€ ํ•œ๋ฒˆ์— ํ™•์ธ image

๐Ÿš‚ Pipeline

1. Data Collection & Preprocessing

๋„ค์ด๋ฒ„๋‰ด์Šค, ๋‹ค์Œ๋‰ด์Šค, ๋””์‹œ์ธ์‚ฌ์ด๋“œ ์ฃผ์‹๊ฐค๋Ÿฌ๋ฆฌ, ๋„ค์ด๋ฒ„ ์ข…ํ† ๋ฐฉ, ์œ ํŠœ๋ธŒ์—
์ข…๋ชฉ์ด ์–ธ๊ธ‰๋œ ๊ฒŒ์‹œ๊ธ€ ๋ฐ ์˜์ƒ์˜ ์ œ๋ชฉ/๋ณธ๋ฌธ/๋Œ“๊ธ€์„ Selenium๊ณผ BeautifulSoup์œผ๋กœ ํฌ๋กค๋ง

2. Text Analyzing

๊ฐ ์ข…๋ชฉ๋‹น ์ผ๋ณ„ ์–ธ๊ธ‰๋Ÿ‰ ๋ฐ ์ œ์‹œ๋œ ๊ธฐ๊ฐ„์˜ ์–ธ๊ธ‰๋Ÿ‰ ๋ณ€๋™ ์ถ”์ด ์‹œ๊ฐํ™”
๋นˆ๋„์ˆ˜๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ์˜ค๋Š˜์˜ ํ•ด์‹œํƒœ๊ทธ, ์˜คํ•ด ์„ ์ • ๋ฐ ์˜คํ•ด ์—ฐ๊ด€์–ด ์„ ์ •

3. Sentiment Analysis

์ง์ ‘ ์–ป์€ 10์ผ์น˜ ๋ฐ์ดํ„ฐ์™€ kb-albert๋ฅผ ์ด์šฉํ•˜์—ฌ ๊ฐ์„ฑ๋ถ„์„ ๋ชจ๋ธ ํ•™์Šต์„ ์ง„ํ–‰
์˜ค๋Š˜์˜ ํ•ด์‹œํƒœ๊ทธ, ์˜คํ•ด ์—ฐ๊ด€์–ด๊ฐ€ ํฌํ•จ๋œ ํ…์ŠคํŠธ์— ๋ชจ๋ธ์„ ์ ์šฉํ•ด ์ฃผ์‹ ์ข…๋ชฉ์˜ ์˜คํ”ผ๋‹ˆ์–ธ ๋งˆ์ด๋‹