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IrisFlowerClassificationAI (๋ถ“๊ฝƒ ํ’ˆ์ข… ๋ถ„๋ฅ˜)

IrisFlowerClassificationAI

์ด ํ”„๋กœ์ ํŠธ๋Š” ๋ถ“๊ฝƒ์˜ ํ’ˆ์ข…์„ ์˜ˆ์ธกํ•˜๋Š” ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค. ํ•ด๋‹น AI๋Š” ์ฃผ์–ด์ง„ ๋ถ“๊ฝƒ์˜ ํŠน์„ฑ ์ •๋ณด(sepal length, sepal width, petal length, petal width)๋ฅผ ํ†ตํ•ด 'setosa' 'versicolor' 'virginica'์œผ๋กœ ํ’ˆ์ข…์„ ๋ถ„๋ฅ˜ํ•ฉ๋‹ˆ๋‹ค.

๋ชฉ์ฐจ

  1. ํ”„๋กœ์ ํŠธ ์„ค๋ช…
  2. ๋ฐ์ดํ„ฐ์…‹
  3. ์‹คํ–‰ํ™˜๊ฒฝ
  4. ํ”„๋กœ์ ํŠธ ์„ค์น˜ ๋ฐ ์‹คํ–‰ ๋ฐฉ๋ฒ•
  5. ํ”„๋กœ์ ํŠธ ์‚ฌ์šฉ ๋ฐฉ๋ฒ•

ํ”„๋กœ์ ํŠธ ์„ค๋ช…

์ด ํ”„๋กœ์ ํŠธ๋Š” Python๊ณผ scikit-learn์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ถ“๊ฝƒ ํ’ˆ์ข… ๋ถ„๋ฅ˜ AI๋ฅผ ๊ฐœ๋ฐœํ•œ ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๋ถ“๊ฝƒ ํ’ˆ์ข… ๋ถ„๋ฅ˜ AI ๋ชจ๋ธ์€ LogisticRegression(๋กœ์ง€์Šคํ‹ฑ ํšŒ๊ท€โ€ข๋ถ„๋ฅ˜)์™€ PolynomialFeatures์„ ํ™œ์šฉํ•˜์—ฌ 'setosa' 'versicolor' 'virginica'์œผ๋กœ ๋‹ค์ค‘ ๋ถ„๋ฅ˜๋ฅผ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค.

๋ฐ์ดํ„ฐ์…‹

์‹คํ–‰ํ™˜๊ฒฝ

ํ”„๋กœ์ ํŠธ ์„ค์น˜ ๋ฐ ์‹คํ–‰ ๋ฐฉ๋ฒ•

  1. ๋จผ์ €, Python ๋ฐ ํ•„์š”ํ•œ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค.

    pip install scikit-learn numpy
  2. main.py ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์‹คํ–‰ํ•˜์—ฌ ๋ชจ๋ธ์„ ํ›ˆ๋ จํ•ฉ๋‹ˆ๋‹ค.

ํ”„๋กœ์ ํŠธ ์‚ฌ์šฉ ๋ฐฉ๋ฒ•

main.py ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์‹คํ–‰ํ•˜์—ฌ ๋ถ“๊ฝƒ ํ’ˆ์ข… ๋ถ„๋ฅ˜๋ฅผ ์ง„ํ–‰ํ•ฉ๋‹ˆ๋‹ค.

๋ถ“๊ฝƒ์˜ ํŠน์„ฑ(๊ฝƒ๋ฐ›์นจ๊ณผ ๊ฝƒ์ž…์˜ ๊ฐ€๋กœ, ์„ธ๋กœ๊ธธ์ด)์„ ์ž…๋ ฅํ•˜๋ฉด AI ๋ชจ๋ธ์ด ํ•ด๋‹น ์ž…๋ ฅ์„ ๋ฐ”ํƒ•์œผ๋กœ ๋ถ“๊ฝƒ ํ’ˆ์ข…์„ ๋ถ„๋ฅ˜ํ•˜์—ฌ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค.

  • ํ’ˆ์ข…์€ "setosa", "versicolor", "virginica"์œผ๋กœ ๋ถ„๋ฅ˜๋ฉ๋‹ˆ๋‹ค.
IrisFlowerClassificationAI

์ด ํ”„๋กœ์ ํŠธ์— ๊ด€ํ•œ ๋ฌธ์˜ ์‚ฌํ•ญ์ด๋‚˜ ๋ฒ„๊ทธ ๋ฆฌํฌํŠธ๋Š” [j2python@gmail.com]๋กœ ๋ณด๋‚ด์ฃผ์„ธ์š”.

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