๐Ÿ—๏ธ์†Œํ”„ํŠธ์›จ์–ด/๐Ÿ’ปpython

    [github code]๊นƒํ—ˆ๋ธŒ ํŒŒ์ผ ๋‹ค์šด๋ฐฉ๋ฒ•

    [github code]๊นƒํ—ˆ๋ธŒ ํŒŒ์ผ ๋‹ค์šด๋ฐฉ๋ฒ•

    ์•ˆ๋…•ํ•˜์„ธ์š” ๊ณต๋ถ€ํ•˜๋Š” ์›…์ด์ž…๋‹ˆ๋‹ค ์ฑ…์„ ์ฝ๊ฑฐ๋‚˜, ํŒ€ํ”„๋กœ์ ํŠธ๋ฅผ ์ง„ํ–‰ํ•˜๋Š”๋ฐ, Github ๋งŽ์ด ์‚ฌ์šฉํ•˜์‹ค ๊ฒ๋‹ˆ๋‹ค. ์—ฌ๊ธฐ์„œ ํŒŒ์ผ์„ ์˜ฌ๋ฆฌ๋Š” ๋ฐฉ๋ฒ•์€ ์•„๋‹Œ๋ฐ, ๋ณด๋Š” ๋ฐฉ๋ฒ•๋„ ์•Œ๊ฒ ๊ณ , ๋‹ค์šด๋กœ๋“œ ํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ๋ชจ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ €๋„ ์ฒ˜์Œ์— ์‹œ๊ฐ„์ด ๊ฑธ๋ ธ๋Š”๋ฐ, ๋‹ค์Œ ๋ฐฉ๋ฒ•์„ ์ตํžˆ๊ณ ๋ถ€ํ„ฐ๋Š” ์†์‰ฝ๊ฒŒ ํ•„์š”ํ•œ ์ฝ”๋“œ๋ฅผ ๋‹ค์šด๋ฐ›์•„ ๊ณต๋ถ€ํ•  ์ˆ˜ ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค. ๊ทธ๋Ÿผ ์‹œ์ž‘ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค. ๋‘ ๊ฐ€์ง€ ๋ฐฉ๋ฒ•์ด ์žˆ๋Š๋ฐ, ์ฒซ๋ฒˆ์จฐ ๋ฐฉ๋ฒ•์ด ๊ฐ€์žฅ ๋งŽ์ด ์‚ฌ์šฉ๋˜์–ด์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค 1. Zip ํŒŒ์ผ๋กœ ์ „์ฒด ์ฝ”๋“œ ๋ฐ ํŒŒ์ผ ๋‹ค์šด ๋ฐ›๊ธฐ ํŒŒ์ผ ๋ณดํ†ต ๋ฌด๊ฒ์ง€ ์•Š์œผ๋‹ˆ ์ „์ฒด๋ฅผ ๋‹ค์šด๋ฐ›์•„, ํ•˜๋‚˜์”ฉ ํ™•์ธํ•˜๋Š”๊ฒŒ ๊ฐ€์žฅ ๋งˆ์Œ์— ํŽธํ• ๊ฒ๋‹ˆ๋‹ค. ์ €๋Š” ๊ทธ๋ž˜์„œ zip ํŒŒ์ผ๋กœ ํ•œ๋ฒˆ์— ๋‹ค์šด๋ฐ›์•„, ํ•„์š”ํ•œ ์ฝ”๋“œ๋งŒ ํ™•์ธํ•˜์˜€๋Š”๋ฐ ํŽธํ–ˆ์Šต๋‹ˆ๋‹ค. ์šฐ์„  ๊นƒํ—ˆ๋ธŒ์— ๋“ค์–ด๊ฐ‘๋‹ˆ๋‹ค. ๊ทธ๋ฆฌ๊ณ  ํ•„์š”ํ•œ ์ž๋ฃŒ๊ฐ€ ์žˆ๋Š” ๋ ˆํฌ์ง€ํ† ๋ฆฌ๋กœ ๋“ค์–ด๊ฐ‘๋‹ˆ๋‹ค. ์ €๋Š”..

    ๋”ฅ๋Ÿฌ๋‹ ๊ฐœ์š” 1ํŽธ(VScode ์ฃผํ”ผํ„ฐ ํ™˜๊ฒฝ ์„ค์ •, tensorflow)

    ๋”ฅ๋Ÿฌ๋‹ ๊ฐœ์š” 1ํŽธ(VScode ์ฃผํ”ผํ„ฐ ํ™˜๊ฒฝ ์„ค์ •, tensorflow)

    ์•ˆ๋…•ํ•˜์„ธ์š” ๊ณต๋ถ€ํ•˜๋Š” ์›…์ด์ž…๋‹ˆ๋‹ค ๋”ฅ๋Ÿฌ๋‹ ๋ฐฐ์›Œ๋ณด๊ธฐ ์œ„ํ•ด, ๊ด€๋ จํ•œ ํฌ์ŠคํŒ…์„ ์—ฐ์žฌํ•  ๊ณ„ํš์ž…๋‹ˆ๋‹ค. Deep Learning Starter 1ํŽธ์ž…๋‹ˆ๋‹ค. ์ฃผ๋ฅด๋ฅต, ์ฃผ๋ฅด๋ฅต ์ธํ„ฐ๋„ท ์ƒ์—์„œ๋Š” ์ˆ˜๋งŽ์€ ๋ฐ์ดํ„ฐ๊ฐ€ ์ „์†ก๋˜์–ด์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ์ถ•์ ๋œ ๋ฐ์ดํ„ฐ๋“ค์€ ์ผ์ƒ ์ƒํ™œ์—์„œ ์œ ์ตํ•œ ์˜์‚ฌ๊ฒฐ์ •์„ ๋‚ด๋ฆด ์ˆ˜ ์žˆ๋„๋ก ๋„์›€์„ ์ค„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๊ทธ ๊ณผ์ •์—์„œ ๊ธฐ๊ณ„๊ฐ€ ๋ฐ์ดํ„ฐ๋ฅผ ์ฝ์–ด๋“ค์ด๊ณ , ๋ฌธ์ œ๋‚˜ ๊ณผ์—…์„ ์„ค์ •ํ•˜์—ฌ, ํ•™์Šต์„ ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๊ทธ๋ž˜์„œ ์›ํ•˜๋Š” ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์˜ค๋„๋ก ํ•™์Šตํ•œ ๊ธฐ๊ณ„๋ฅผ ๋ฏธ๋ž˜๋ฅผ ์˜ˆ์ธกํ•˜๊ณ  ์‚ฌ๋žŒ๋“ค์—๊ฒŒ ์œ ์ตํ•œ ๊ฒฐ๊ณผ๋ฅผ ์ด๋Œ์–ด ๋‚ผ ์ˆ˜ ์žˆ๊ฒŒ ์˜ˆ์ธก์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ด๋กœ ์ธํ•ด, ์ˆ˜๋งŽ์€ ์„œ๋น„์Šค๊ฐ€ ํƒ„์ƒํ•˜์˜€์Šต๋‹ˆ๋‹ค. ๊ทธ ์ค‘์— ํ•˜๋‚˜๊ฐ€ ๋„ทํ”Œ๋ฆญ์Šค์˜ ์˜ํ™” ์ž๋™ ์ถ”์ฒœ ์„œ๋น„์Šค, ์ถœํ‡ด๊ทผ ์‹œ๊ฐ„๋Œ€์— ์œ ๋™์ ์œผ๋กœ ๋ณ€ํ•˜๋Š” ๋„ค์ด๋ฒ„์ง€ ์ง€๋„ ๊ธธ์ฐพ๊ธฐ ์„œ๋น„์Šค ๋“ฑ, ์ˆ˜๋งŽ์€ ํšŒ์‚ฌ์—์„œ ์ƒˆ..

    cannot import name 'image' from 'PIL' ์—๋Ÿฌ

    cannot import name 'image' from 'PIL' ์—๋Ÿฌ

    ์ž๊พธ๋งŒ ์ด๋Ÿฐ๋ฅ˜์˜ ์—๋Ÿฌ๊ฐ€ ๋œฌ๋‹ค๋ฉด, ImportError: cannot import name 'image' from 'PIL' # ์ฝ”๋žฉ๊ณผ ๊ฐ™์€ ์ƒํ™ฉ์—์„œ PIL ๋” ์ ์ ˆํ•จ from PIL import image ํ•ด๊ฒฐ๋ฐฉ๋ฒ• 1 !pip install --no-index -f https://dist.plone.org/thirdparty/ -U PIL !pip install Pillow !pip install --upgrade --force-reinstall pillow ๋ชจ๋‘ ์ฅฌํ”ผํ„ฐ ๋…ธํŠธ๋ถ ์ƒํƒœ์—์„œ ์‹คํ–‰ํ•œ๋‹ค๋Š” ๊ฐ€์ •์ด๋‹ค ํ•ด๊ฒฐ๋ฐฉ๋ฒ• 2 stackoverflow์— ๋‚˜์™€์žˆ๋Š” ๋‚ด์šฉ์ด์ง€๋งŒ, For me, I had typed image with a lower case "i" instead of Image. So I did: fr..

    No module named 'cv2' ์—๋Ÿฌ ํ•ด๊ฒฐ๋ฐฉ๋ฒ•

    No module named 'cv2' ์—๋Ÿฌ ํ•ด๊ฒฐ๋ฐฉ๋ฒ•

    opencv ๊ด€๋ จ ์‹คํ–‰ ์˜ค๋ฅ˜๋กœ์„œ ๋‹ค์Œ๊ณผ ๊ฐ™์ด ์‹คํ–‰ํ–ˆ๋Š”๋ฐ, ์ด๋Ÿฐ ๊ฒฐ๊ณผ๊ฐ€ ๋‚˜์˜ฌ๋–„ ํ•ด๊ฒฐํ•˜๋Š” ๋ฐฉ๋ฒ•์ด๋‹ค # open cv ๊ด€๋ จํ•ด์„œ๋Š” cv import cv2 vscode๋กœ ํ„ฐ๋ฏธ๋„์—†์ด ๋ฐ”๋กœ ์‹คํ–‰ํ•˜๋Š” ๋ฐฉ๋ฒ•์ด๋‹ค. ๋ฌผ๋ก  ์•„๋‚˜์ฝ˜๋‹คํ™˜๊ฒฝ์—์„œ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ์ง€๋งŒ, ์ด๋ ‡๊ฒŒ ์‹คํ–‰ํ•œ๋‹ค. #opencv ๊ด€๋ จ !pip install opencv-python ์„ฑ๊ณต์ด๋‹ค

    tf,idf ๋ฐฉ์‹

    tf,idf ๋ฐฉ์‹

    TF-IDF Term Frequency - Inverse Document Frequency ์ค„์–ด์„œ TF-IDF๋กœ ๋‹จ์–ด์˜ ๋นˆ๋„์™€ ์—ญ๋ฌธ์„œ ๋นˆ๋„๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ DTM*๋‚ด์˜ ๋‹จ์–ด๋งˆ๋‹ค ์ค‘์š”ํ•œ ์ •๋„๋กœ ๋‚˜๋ˆ„์–ด ๊ฐ€์ค‘์น˜๋ฅผ ์ฃผ๋Š” ๋ฒ•์ž…๋‹ˆ๋‹ค. โ€‹ ์ฃผ๋กœ ์‚ฌ์šฉํ•˜๋Š” ๊ณณ์€ ๋ฌธ์„œ์˜ ์œ ์‚ฌ๋„๋ฅผ ๊ตฌํ•  ๋•Œ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค. ๋ฌธ์„œ์˜ ์œ ์‚ฌ๋„๋ผ ํ•จ์€, ๊ฒ€์ƒ‰ ์‹œ์Šคํ…œ์—์„œ ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ์˜ ์ค‘์š”๋„๋ฅผ ๊ตฌํ•  ๋•Œ์˜ ์œ ์‚ฌ๋„๋ฅผ ์˜๋ฏธํ•ฉ๋‹ˆ๋‹ค. tf๋ž€ ๋‹จ์–ด๊ฐ€ ๊ฐ ๋ฌธ์„œ์—์„œ ๋ฐœ์ƒํ•œ ๋นˆ๋„๊ฐ€ (๋‹จ์–ด๊ฐ€ ๋“ฑ์žฅํ•œ '๋ฌธ์„œ'์˜ ๋นˆ๋„๋ฅผ df๋ผ ํ•ฉ๋‹ˆ๋‹ค) ์ ์€ ๋ฌธ์„œ์—์„œ ๋ฐœ๊ฒฌ๋ ์ˆ˜๋ก ๊ฐ€์น˜ ์žˆ๋Š” ์ •๋ณด๋ผ๊ณ  ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋งŽ์€ ๋ฌธ์„œ์— ๋“ฑ์žฅํ•˜๋Š” ๋‹จ์–ด์ผ์ˆ˜๋ก ์ผ๋ฐ˜์ ์ธ ๋‹จ์–ด์ด๋ฉฐ ์ด๋Ÿฌํ•œ ๊ณตํ†ต ์ ์ธ ๋‹จ์–ด๋Š” tf๊ฐ€ ํฌ๋‹ค๊ณ  ํ•˜์—ฌ๋„ ๋น„์ค‘์„ ๋‚ฎ์ถ”์–ด์•ผ ๋ถ„์„์ด ์ œ๋Œ€๋กœ ์ด๋ฃจ์–ด์งˆ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค ๋”ฐ๋ผ์„œ ๋‹จ์–ด๊ฐ€ ํŠน์ • ๋ฌธ์„œ์—๋งŒ ๋‚˜ํƒ€๋‚˜๋Š” ..

    [ML] 5๋ถ„์•ˆ์— ๋จธ์‹ ๋Ÿฌ๋‹ ๋ฟŒ์ˆ˜๊ธฐ (feat.breast cancer)

    ์‚ฌ์ดํ‚ท๋Ÿฐ ๋ฐ์ดํ„ฐ์…‹์„ ํ™œ์šฉํ•œ ์ฝ”๋“œ์ด๋‹ค ๋ฒ„์ „ ๋ฐ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ¶ In [24]: import pandas as pd import numpy as np import matplotlib.pyplot as plt import sklearn 1 ๋ฐ์ดํ„ฐ ํ™•์ธ¶ In [3]: #์‹ค์ œ ๋ฐ์ดํ„ฐ์…‹ : ์œ ๋ฐฉ์•” ์ข…์–‘์˜ ์ž„์ƒ ๋ฐ์ดํ„ฐ- ์œ„์Šค์ฝ˜์‹  ์œ ๋ฐฉ์•” ๋ฐ์ดํ„ฐ์…‹ # ์–‘์„ฑ : benign , ์Œ์„ฑ : malignant ๋ ˆ์ด๋ธ”๋˜์–ด ์žˆ๊ณ  # ์กฐ์ง ๋ฐ์ดํ„ฐ๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ์ข…์–‘์ด ์•…์„ฑ์ธ์ง€ ์˜ˆ์ธกํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•™์Šตํ•˜๋Š” ๊ฒƒ์ด ๊ณผ์ œ from sklearn.datasets import load_breast_cancer cancer = load_breast_cancer() print("cancer.keys(): \n", cancer.keys()) cancer...

    [ML] sklearn

    [ML] sklearn

    VS_CODE ๊ฐ„ํŽธํ•œ ์‚ฌ์šฉ๋ฒ• https://elvanov.com/1084 ํŒŒ์ด์ฌ ๊ฐ•์ขŒ – Visual Studio Code์˜ ํŽธ๋ฆฌํ•œ ๊ธฐ๋Šฅ – Under The Pencil ์šฐ๋ฆฌ๋Š” ์•ž์œผ๋กœ Visual Studio Code๋ฅผ ์‚ฌ์šฉํ•˜์‹œ๊ฒŒ ๋  ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๋ฌผ๋ก  ๋‹ค๋ฅธ ํˆด๋“ค๋„ ๊ฐ์ž ์žฅ๋‹จ์ ์ด ์žˆ์ง€๋งŒ, ์ด ํ”„๋กœ๊ทธ๋žจ์€ ์ฒ˜์Œ ์‹œ์ž‘ํ•˜๊ธฐ์— ๋ฌด๋ฆฌ์—†์ด ์‰ฝ๊ณ , ์œˆ๋„์šฐ ๋ฟ๋งŒ ์•„๋‹ˆ๋ผ MacOS, Linux๊นŒ์ง€ ์ง€์›ํ•˜๊ณ  elvanov.com ์‹คํ–‰์ทจ์†Œ์™€ ๋‹ค์‹œ ์‹คํ–‰ ์‹คํ–‰ ์ทจ์†Œ : [Ctrl + z] ์ •๋‹ต์€ [Ctrl + Shift + z] ํ˜น์€ [Ctrl + y] ์ž…๋‹ˆ๋‹ค. ์‹คํ–‰์ทจ์†Œ(undo)๋œ ๊ฒƒ์„ ๋‹ค์‹œ์‹คํ–‰(redo) ์‹œ์ผœ์ค๋‹ˆ๋‹ค. ์‚ฌ์ดํ‚ท๋Ÿฐ(sklearn)์ด๋ž€? ํŒŒ์ด์ฌ์—์„œ ๋จธ์‹ ๋Ÿฌ๋‹ ๋ถ„์„์„ ํ•  ๋•Œ ์œ ์šฉํ•˜๊ฒŒ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ scikit..

    [ML] ๋ถ“๊ฝƒ ํ’ˆ์ข… ๋ถ„๋ฅ˜ Story 1

    ๋ฒ„์ „ ํ™•์ธ¶ In [1]: import sys print('python version : ', sys.version) python version : 3.8.8 (default, Apr 13 2021, 15:08:03) [MSC v.1916 64 bit (AMD64)] In [2]: import pandas as pd print('pandas version : ', pd.__version__) pandas version : 1.2.4 In [3]: import matplotlib print('matplotlib version : ', matplotlib.__version__) matplotlib version : 3.3.4 In [4]: import numpy a..

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