/Whats-in-your-closet

[2022.05.16 ~ 2022.06.10] ๐Ÿ’ป ๋ถ€์ŠคํŠธ์บ ํ”„ AI Tech 3๊ธฐ Level-3 P-stage์ค‘์— ์ง„ํ–‰ํ•œ RecSys 07 ์œ ์พŒํ•œ๋ฐœ์ƒ ์กฐ์˜ ํ”„๋กœ์ ํŠธ

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๋ฐ์ดํ„ฐ ํฌ๋กค๋ง
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๋ชจ๋ธ๋ง
๋ฐฑ์—”๋“œ
ํ”„๋ก ํŠธ์—”๋“œ
์„œ๋น„์Šค๋ฐฐํฌ
๋ฐ์ดํ„ฐ ํฌ๋กค๋ง
๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ
๋ชจ๋ธ๋ง
๋ฐ์ดํ„ฐ ํฌ๋กค๋ง
๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ
๋ฐฑ์—”๋“œ

๋ชฉ์ฐจ


ํ”„๋กœ์ ํŠธ ์†Œ๊ฐœ

  • ์‚ฌ์šฉ์ž๊ฐ€ ๊ฐ€์ง„ ์˜ท๋“ค์„ ๊ธฐ๋ฐ˜์œผ๋กœ ์—ฌ๋Ÿฌ ์ฝ”๋””์— ์ตœ๋Œ€ํ•œ ํ™œ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ์˜ท์„ ์ถ”์ฒœํ•ด์ฃผ๋Š” ์„œ๋น„์Šค

  • Rule Base, LightGCN ๋ชจ๋ธ์„ ํ™œ์šฉํ•ด์„œ ์‚ฌ์šฉ์ž๊ฐ€ ๊ฐ€์ง€๊ณ  ์žˆ๋Š” ์˜ท๊ณผ ์–ด์šธ๋ฆฌ๋Š” ์˜ท์„ ์ถ”์ฒœํ•˜๊ณ  ๋‘ ์˜ท์„ ์กฐํ•ฉํ•œ ์ฝ”๋””๋ฅผ ์ถ”์ฒœ

์ถ”์ฒœ ํ”„๋กœ์„ธ์Šค

์‚ฌ์šฉ์ž๊ฐ€ ๊ฐ€์ง„ ์˜ท ๊ฒ€์ƒ‰ โ†’ ๋น„์Šทํ•œ ์˜ท ์„ ํƒ โ†’ ์˜ท ์ถ”์ฒœ โ†’ ์ถ”์ฒœ ๊ฒฐ๊ณผ ์ค‘ ๋งˆ์Œ์— ๋“œ๋Š” ์˜ท ์„ ํƒโ†’ ๊ด€๋ จ ์ฝ”๋””๋ฅผ ์ถ”์ฒœ

์„œ๋น„์Šค ์‹œ์—ฐ

์„œ๋น„์Šค ๋งํฌ

๋””๋ ‰ํ† ๋ฆฌ ๊ตฌ์กฐ

Toggle
    .
    |-- EDA
    |   |-- EDA_codimap.ipynb
    |   |-- IIM_maker.ipynb
    |   `-- make_item_matrix_codimap.ipynb
    |-- README.md
    |-- crawler
    |   `-- codishop
    |-- models
    |   |-- LightGCN
    |   |-- Mult-VAE
    |   |-- Rule based
    |   |-- Rule_based
    |   |-- __init__.py
    |-- poetry.lock
    |-- preprocessing
    |   |-- cluster_item_interaction_matrix.py
    |   |-- preprocess.py
    |   |-- testing_files
    |   `-- utils
    |-- pyproject.toml
    |-- requirements.txt
    |-- resource
    |   |-- CCIM.csv
    |   |-- cluster_item_prob.csv
    |   `-- item.csv
    |-- server
    |   |-- README.md
    |   |-- __init__.py
    |   |-- __main__.py
    |   |-- __pycache__
    |   |-- config.yaml
    |   |-- main.py
    |   `-- services
    |-- server_run.sh
    `-- streamlit_frontend
        |-- app.py
        |-- config.yaml
        |-- main-image.png
        |-- readme.md
        |-- requirements.txt
        |-- streamlit_run.sh
        |-- test.ipynb
        `-- utils.py

์ƒ์„ธ ์„ค๋ช…

1. ๋ฐ์ดํ„ฐ ํฌ๋กค๋ง/์ „์ฒ˜๋ฆฌ

2. ๋ชจ๋ธ

3. ํ”„๋ก ํŠธ์—”๋“œ ์„œ๋ฒ„

4. ๋ฐฑ์—”๋“œ ์„œ๋ฒ„