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Biz Mind

Biz Mind

๐Ÿ“– ํ”„๋กœ์ ํŠธ ์†Œ๊ฐœ

๋ณธ ํ”„๋กœ์ ํŠธ๋Š” ์ค‘์†Œ๊ธฐ์—…์˜ ์ฑ„ํŒ…ํ˜• ํ˜•ํƒœ๋กœ ์ •๋ณด๋ฅผ ์ž…๋ ฅ๋ฐ›์•„ LLM ๊ธฐ๋ฐ˜์˜ AI Transformation ์ปจ์„คํŒ…๊ณผ ๋ฆฌํฌํŠธ๋ฅผ ์ œ๊ณตํ•˜๋Š” ํ”Œ๋žซํผ์ž…๋‹ˆ๋‹ค.

  • ์‚ฌ์šฉ์ž๋Š” ์ž์‹ ์˜ ๊ธฐ์—… ์ •๋ณด์™€ ์š”๊ตฌ์‚ฌํ•ญ์„ ์ž…๋ ฅํ•˜๋ฉด, ํ”Œ๋žซํผ์ด ์ด๋ฅผ ๋ถ„์„ํ•˜๊ณ  ๋งž์ถคํ˜• ์†”๋ฃจ์…˜๊ณผ ์ปจ์„คํŒ… ๊ฒฐ๊ณผ๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  • ๊ฐ„๋‹จํ•œ ๋„์ž…๋งŒ์œผ๋กœ๋„ ๊ธฐ์—… ์ „๋ฐ˜์— AI๋ฅผ ํ†ตํ•ฉํ•˜์—ฌ ํ˜์‹ ์„ ์ด๋ฃฐ ์ˆ˜ ์žˆ๋„๋ก ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
  • ์ด ํ”Œ๋žซํผ์€ ์‹œ๊ฐ„๊ณผ ๋น„์šฉ์„ ์ ˆ๊ฐํ•˜๋ฉฐ ์ „๋ฌธ์ ์ธ AI ์ปจ์„คํŒ… ๊ฒฐ๊ณผ๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

๐Ÿš€ ์ฃผ์š” ๊ธฐ๋Šฅ

  1. ์ปจ์„คํŒ… ํ”„๋กœ์„ธ์Šค

    • ๋ฌธ์˜ ์ ‘์ˆ˜ โ†’ ๋‹ด๋‹น์ž ๋ฐฐ์ • โ†’ ์ดˆ๊ธฐ ๋Œ€์‘ โ†’ ์ปจ์„คํŒ… โ†’ ๋ฆฌํฌํŒ…
    • ์ค‘์†Œ๊ธฐ์—… ์ •๋ณด ์ž…๋ ฅ (ํšŒ์‚ฌ ์ •๋ณด, pain point) ํ›„ AI๊ฐ€ ์ปจ์„คํŒ… ๊ฒฐ๊ณผ๋ฅผ ์ž๋™์œผ๋กœ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  2. ์ฃผ์š” ์›Œํฌํ”Œ๋กœ์šฐ

    • AI ์ปจ์„คํ„ดํŠธ์˜ ๋ฆฌํฌํŠธ๋ฅผ ํ†ตํ•ด ํšจ์œจ์ ์ธ ๋„์ž… ์ „๋žต ์ œ๊ณต.
    • Hallucination ๊ฒ€์ฆ ๋ฐ ํ…์ŠคํŠธ ์œ ์‚ฌ๋„ ๊ณ„์‚ฐ์„ ํ†ตํ•œ ์‹ ๋ขฐ๋„ ๋†’์€ ๊ฒฐ๊ณผ ์ œ๊ณต.

๐Ÿ“Š ๊ธฐ์ˆ  ์Šคํƒ

Backend

  • Spring Boot: ๋ฐฑ์—”๋“œ ์„œ๋ฒ„ ๊ฐœ๋ฐœ
  • PostgreSQL: ๋ฐ์ดํ„ฐ ์ €์žฅ
  • AWS
    • EC2: ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜ ์„œ๋ฒ„ ํ˜ธ์ŠคํŒ… ๋ฐ ๊ด€๋ฆฌ
    • RDS: ํด๋ผ์šฐ๋“œ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ๊ด€๋ฆฌ
  • Docker & Docker Compose: ๋ฉ€ํ‹ฐ ์ปจํ…Œ์ด๋„ˆ ํ™˜๊ฒฝ ๊ตฌ์ถ•
  • Github Actions: CI/CD ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์ถ•

Frontend

  • React: UI ๊ฐœ๋ฐœ
  • Styled-Components: ์ปดํฌ๋„ŒํŠธ ์Šคํƒ€์ผ๋ง
  • Recoil: ์ „์—ญ ์ƒํƒœ ๊ด€๋ฆฌ
  • Netlify: ํ”„๋ก ํŠธ์—”๋“œ ๋ฐฐํฌ

AI

  • Elastic Search: ๋ฐฑํ„ฐ ๊ธฐ๋ฐ˜ ๊ฒ€์ƒ‰, ๋ฌธ์žฅ ์ž„๋ฒ ๋”ฉ ๊ฒ€์ƒ‰
  • BERT-Score: ํ…์ŠคํŠธ ์œ ์‚ฌ๋„ ๊ณ„์‚ฐ ๋ฐ Hallucination ๊ฒ€์ฆ
  • SentenceTransformer: ๋ฌธ์žฅ ์ž„๋ฒ ๋”ฉ ์ƒ์„ฑ
  • FastAPI: REST API ์„œ๋ฒ„

๐Ÿ›  ์‹œ์Šคํ…œ ์•„ํ‚คํ…์ฒ˜

์ฃผ์š” ๊ตฌ์„ฑ ์š”์†Œ

  • Frontend: React ๊ธฐ๋ฐ˜ UI ๋ฐ ์‚ฌ์šฉ์ž ์ž…๋ ฅ ์ฒ˜๋ฆฌ.
  • Backend: FastAPI ๋ฐ Spring Boot ๊ธฐ๋ฐ˜์˜ ์„œ๋ฒ„ ํ†ตํ•ฉ.
  • AI Core: Sentence Transformer์™€ Elastic Search๋ฅผ ํ™œ์šฉํ•œ AI ๊ธฐ๋ฐ˜ ๊ฒ€์ƒ‰ ๋ฐ ์ปจ์„คํŒ… ๊ฒฐ๊ณผ ์ƒ์„ฑ.
  • Database: PostgreSQL ๋ฐ AWS RDS๋ฅผ ํ™œ์šฉํ•œ ๋ฐ์ดํ„ฐ ์ €์žฅ ๋ฐ ๊ด€๋ฆฌ.
  • DevOps: Docker ๋ฐ Github Actions๋ฅผ ์ด์šฉํ•œ ๋ฐฐํฌ ๋ฐ ์šด์˜ ๊ด€๋ฆฌ.

์„œ๋น„์Šค ๊ตฌ์กฐ

image

AI ์„œ๋ฒ„ ๊ตฌ์กฐ

image


๐Ÿ“ˆ ํ”„๋กœ์ ํŠธ ๊ฒฐ๊ณผ

  • ๊ฐ„๋‹จํ•œ ์ž…๋ ฅ๋งŒ์œผ๋กœ ์ค‘์†Œ๊ธฐ์—… ๋งž์ถคํ˜• AI ์ปจ์„คํŒ… ๊ฒฐ๊ณผ ์ œ๊ณต.
  • ๊ธฐ์—…์˜ ์ƒ์‚ฐ์„ฑ๊ณผ ํšจ์œจ์„ฑ์„ ๊ฐœ์„ ํ•˜๋ฉฐ ๋„์ž… ๋น„์šฉ๊ณผ ์‹œ๊ฐ„์„ ํš๊ธฐ์ ์œผ๋กœ ์ ˆ๊ฐ.
  • AI ๊ธฐ๋ฐ˜ ํ…์ŠคํŠธ ๋ถ„์„ ๋ฐ ๊ฒ€์ฆ ๊ธฐ์ˆ ๋กœ ์‹ ๋ขฐ๋„ ๋†’์€ ๋ฆฌํฌํŠธ ์ƒ์„ฑ.

๐ŸŒŸ ํŒ€ ์†Œ๊ฐœ

  • Frontend (FE), ๊ธฐํš, ๋””์ž์ธ: ์ด์„ธ์€, ์žฅ์ˆ˜ํฌ
  • Backend (BE): ๊น€์ง„ํ•˜, ์œ ๋ฏผ์•„
  • AI: ๊น€์ค€ํ•˜

๐Ÿ–ผ ๋ฉ”์ธํ™”๋ฉด ๋ฐ ๊ธฐ์—… ์ปจ์„คํŒ… ์˜ˆ์‹œ ํ™”๋ฉด

image ๋ฉ”์ธํ™”๋ฉด

BizMind แ„€แ…ตแ„‹แ…ฅแ†ธแ„แ…ฅแ†ซแ„‰แ…ฅแ†ฏแ„แ…ตแ†ผแ„‰แ…กแ„Œแ…ตแ†ซ ๊ธฐ์—… ์ปจ์„คํŒ… ์˜ˆ์‹œ ํ™”๋ฉด

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