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๐Ÿฆ†ํŒ€์†Œ๊ฐœ - CV14 SCVํŒ€

scv
S๊ธ‰ CV ๋ฉค๋ฒ„๊ฐ€ 5๋ช…์ด ๋ชจ์ธ ํŒ€ SCV

๐Ÿƒโ€โ™‚๏ธ๋ฉค๋ฒ„


๊น€์Šน๊ธฐ

๊น€์ค€ํƒœ

์ดํƒœ๊ฒฝ

์ „ํ˜•์šฐ

์ •ํ˜ธ์ฐฌ

๐Ÿ˜ทlevel- 1 ๋Œ€ํšŒ :๋งˆ์Šคํฌ ์ฐฉ์šฉ ์ƒํƒœ ๋ถ„๋ฅ˜๋Œ€ํšŒ

๋Œ€ํšŒ๊ฐœ์š”

COVID-19์˜ ํ™•์‚ฐ์œผ๋กœ ์šฐ๋ฆฌ๋‚˜๋ผ๋Š” ๋ฌผ๋ก  ์ „ ์„ธ๊ณ„ ์‚ฌ๋žŒ๋“ค์€ ๊ฒฝ์ œ์ , ์ƒ์‚ฐ์ ์ธ ํ™œ๋™์— ๋งŽ์€ ์ œ์•ฝ์„ ๊ฐ€์ง€๊ฒŒ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ๊ฐ์—ผ์ž์˜ ์ž…, ํ˜ธํก๊ธฐ๋กœ๋ถ€ํ„ฐ ๋‚˜์˜ค๋Š” ๋น„๋ง, ์นจ ๋“ฑ์œผ๋กœ ์ „ํŒŒ๊ฐ€ ๋˜๊ธฐ ๋•Œ๋ฌธ์— ๋งˆ์Šคํฌ๋ฅผ ์ฐฉ์šฉํ•˜๋Š” ๊ฑด COIVD-19์˜ ํ™•์‚ฐ์„ ๋ฐฉ์ง€ํ•˜๋Š”๋ฐ ์ค‘์š”ํ•œ ์—ญํ• ์„ ํ•ฉ๋‹ˆ๋‹ค. ๋งˆ์Šคํฌ ์ฐฉ์šฉ ์—ฌ๋ถ€์˜ ๊ฒ€์‚ฌ๋ฅผ ๋„์™€์ฃผ๊ธฐ ์œ„ํ•ด ์นด๋ฉ”๋ผ๋กœ ๋น„์ถฐ์ง„ ์‚ฌ๋žŒ์˜ ์–ผ๊ตด ์ด๋ฏธ์ง€๋งŒ์œผ๋กœ ๋งˆ์Šคํฌ๋ฅผ ์“ฐ๊ณ  ์žˆ๋Š”์ง€, ์“ฐ์ง€ ์•Š์•˜๋Š”์ง€, ์ •ํ™•ํžˆ ์“ด ๊ฒƒ์ด ๋งž๋Š”์ง€ ์ž๋™์œผ๋กœ ๊ฐ€๋ ค๋‚ผ ์ˆ˜ ์žˆ๋Š” ๋ชจ๋ธ์„ ์ œ์ž‘ํ•˜๋Š” ๊ฒƒ์ด ํ”„๋กœ์ ํŠธ์˜ ๋ชฉ์ ์ž…๋‹ˆ๋‹ค


ํŒ€ ๋ชฉํ‘œ

1. Leader Board ์„ฑ๋Šฅ ๋ณด๋‹ค๋Š” Robustํ•œ ๋ชจ๋ธ์„ ์œ„ํ•œ ์„ค๊ณ„๋ฅผ ํ•ด๋ณด์ž
2. ์šฐ๋ฆฌ๊ฐ€ ์ง์ ‘ ๊ตฌํ˜„ํ•ด๋ณด๊ณ  ์‹คํ—˜ํ•  ์ˆ˜ ์žˆ๋Š” ๊ฒƒ๋“ค์— ์‹œ๊ฐ„์„ ํˆฌ์žํ•˜์ž


๐Ÿƒโ€โ™‚๏ธํŒ€ ์—ญํ• 

ํŒ€์› ์—ญํ• 
๊น€์Šน๊ธฐ EDA, Hyper Parameter, Augmentation
๊น€์ค€ํƒœ EDA, ๋ฐ์ดํ„ฐ ์ „ ์ฒ˜๋ฆฌ, Modeling
์ดํƒœ๊ฒฝ ๋ฐ์ดํ„ฐ ์ „ ์ฒ˜๋ฆฌ, Augmentation, K-fold
์ „ํ˜•์šฐ EDA, Augmentation, Modeling
์ •ํ˜ธ์ฐฌ EDA, ๋ฐ์ดํ„ฐ ์ „ ์ฒ˜๋ฆฌ, Modeling


์ตœ์ข…๊ฒฐ๊ณผ

๐Ÿ“€Model weight (.pth) DownLoad Link


๋ชจ๋ธ ํ•™์Šต ์ผ์ง€

Notion ๐Ÿ”ฅ
๋žฉ์—… ๋ฆฌํฌํŠธ โœ…
๋žฉ์—… ๋ฆฌํฌํŠธ (+๊ฐœ์ธ ํšŒ๊ณ ) โœ…
๋žฉ์—… ๋ฆฌํฌํŠธ PPTโญ

๐Ÿ‹Model




โญFile Tree


  โ”œโ”€Image
  โ”œโ”€Report : ๋žฉ์—… ๋ฆฌํฌํŠธ
  โ”œโ”€main : main code
  โ”œโ”€EDA.ipynb : EDA 
  โ”œโ”€README.md



๐Ÿ”ฅํ•„์ˆ˜ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์„ค์น˜


pip install -r requirements.txt

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