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๐ŸŽฏ [FE/BE] ๋งž์ถคํ˜• ํ•ฉ๊ฒฉ ์ž๊ธฐ์†Œ๊ฐœ์„œ ์ถ”์ฒœ ์„œ๋น„์Šค RecommendU

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RecommendU-web

๐ŸŽฏ [FE/BE] ๋งž์ถคํ˜• ํ•ฉ๊ฒฉ ์ž๊ธฐ์†Œ๊ฐœ์„œ ์ถ”์ฒœ ์„œ๋น„์Šค RecommendU

๐Ÿ›  Stack

Frontend

Backend

๐Ÿ“‹ Database Schema Diagram

image

โš™ Core Functions

์‚ฌ์šฉ์ž ๋ถ€๋ถ„

  • ํšŒ์›๊ฐ€์ž… ๋ฐ ๋กœ๊ทธ์ธ ๊ธฐ๋Šฅ ๊ตฌํ˜„ (๋น„๋ฐ€๋ฒˆํ˜ธ ์•”ํ˜ธํ™” ์ €์žฅ)
  • Django Authentication System์„ ์‚ฌ์šฉํ•œ ์‚ฌ์šฉ์ž ์ธ์ฆ
  • ํšŒ์›์ •๋ณด ์ˆ˜์ • ๊ธฐ๋Šฅ ๊ตฌํ˜„

์ž๊ธฐ์†Œ๊ฐœ์„œ ๋ถ€๋ถ„

  • ์‚ฌ์šฉ์ž๊ฐ€ ์ž…๋ ฅํ•œ ์ •๋ณด์— ๋”ฐ๋ผ์„œ ํ•™์Šต ๋ชจ๋ธ์„ ํ†ตํ•ด inference ํ•ด์ฃผ๋Š” API ๊ตฌํ˜„
  • ์ž๊ธฐ์†Œ๊ฐœ์„œ์— ๋Œ€ํ•œ ์ข‹์•„์š”, ์‹ซ์–ด์š”, ์Šคํฌ๋žฉ ์ฒดํฌ ๊ธฐ๋Šฅ ๊ตฌํ˜„
  • ์‚ฌ์šฉ์ž ๋ณ„ ๋งˆ์ด ํŽ˜์ด์ง€ ์Šคํฌ๋žฉํ•œ ์ž๊ธฐ์†Œ๊ฐœ์„œ ๋ณด์—ฌ์ฃผ๊ธฐ ๊ตฌํ˜„

๋กœ๊ทธ ๋ถ€๋ถ„

  • ๋‹ต๋ณ€์„ ์ œ์™ธํ•œ ์‚ฌ์šฉ์ž๊ฐ€ ์ž…๋ ฅํ•œ ์ •๋ณด(ํšŒ์‚ฌ,์ง๋ฌด,์งˆ๋ฌธ)๋ฅผ ์ €์žฅํ•˜๋Š” ๋กœ๊ทธ(recommendlog) ๊ตฌํ˜„
  • ์ถ”์ฒœ๋œ ์ž๊ธฐ์†Œ๊ฐœ์„œ๋ฅผ ๋ˆŒ๋ €์„ ๋•Œ ์ €์žฅ๋˜๋Š” ๋กœ๊ทธ(answerlog) ๊ตฌํ˜„
  • ์ข‹์•„์š”, ์‹ซ์–ด์š” ๋ฒ„ํŠผ์„ ๋ˆŒ๋ €์„ ๋•Œ ์ €์žฅ๋˜๋Š” ๋กœ๊ทธ(evallog) ๊ตฌํ˜„

ML ์„œ๋ฒ„ ์—ฐ๊ฒฐ ๋ถ€๋ถ„

  • ํ•™์Šต์— ํ•„์š”ํ•œ ๋ฐ์ดํ„ฐ๋ฅผ ๋ณด๋‚ด์ฃผ๋Š” API ๊ตฌํ˜„
  • ํ•™์Šต ๋ชจ๋ธ์„ ๋ฐ›๋Š” API ๊ตฌํ˜„

๐Ÿ—ƒ Structure

|-- accounts
|   |-- __init__.py
|   |-- admin.py
|   |-- apps.py
|   |-- forms.py
|   |-- models.py
|   |-- serializers.py
|   |-- templates
|   |   `-- accounts
|   |       |-- login.html
|   |       |-- mypage.html
|   |       `-- signup.html
|   |-- tests.py
|   |-- urls.py
|   `-- views.py
|-- inference
|   |-- predict.py
|   |-- preprocess.py
|   `-- similarity.py
|-- logs
|   |-- __init__.py
|   |-- admin.py
|   |-- apps.py
|   |-- models.py
|   |-- serializers.py
|   |-- tests.py
|   |-- urls.py
|   `-- views.py
|-- manage.py
|-- recommendu
|   |-- __init__.py
|   |-- asgi.py
|   |-- settings.py
|   |-- urls.py
|   `-- wsgi.py
|-- requirements.txt
|-- services
|   |-- __init__.py
|   |-- admin.py
|   |-- apps.py
|   |-- dbinit
|   |   |-- initiation.py
|   |-- models.py
|   |-- serializers.py
|   |-- templates
|   |   `-- services
|   |       `-- main.html
|   |-- tests.py
|   |-- urls.py
|   `-- views.py
|-- static
|   |-- css
|   |   `-- style.css
|   |-- images
|   `-- js
|       `-- index.js
`-- templates
    |-- base.html
   

Usage

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๐ŸŽฏ [FE/BE] ๋งž์ถคํ˜• ํ•ฉ๊ฒฉ ์ž๊ธฐ์†Œ๊ฐœ์„œ ์ถ”์ฒœ ์„œ๋น„์Šค RecommendU

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