numpy

numpy.random.rand

falt ๐Ÿ’Œ o 2021. 8. 3. 22:08
import numpy as np
x = np.random.rand(1)
print(x)

rand(0.1) ํ•˜๋ฉด error ๋ฐœ์ƒ. ํ .... ์ธ์ˆ˜๋Š” 1๋ณด๋‹ค ์ปค์•ผ ํ•˜๋Š”๊ตฐ!
rand(3.4)ํ•ด๋„ error ๋ฐœ์ƒ.  ํ .... ์ธ์ˆ˜๋Š” 1๋ณด๋‹ค ํฐ ์ •์ˆ˜๋งŒ ๊ฐ€๋Šฅํ•œ๊ฐ€ ๋ณด๊ตฐ!
rand(-2) ํ•ด๋„ error ๋ฐœ์ƒ.  ํ .... ์ธ์ˆ˜๋Š” 1๋ณด๋‹ค ํฐ ์–‘์˜ ์ •์ˆ˜๋งŒ ๊ฐ€๋Šฅํ•œ๊ฐ€ ๋ณด๊ตฐ!

import numpy as np
x = np.random.rand(3)
print(x)

๊ฒฐ๊ณผ๋ฅผ ๋ณด๋‹ˆ, ์ธ์ˆ˜์— N์ด๋ผ๋Š” ์ •์ˆ˜๋ฅผ ๋„ฃ์œผ๋ฉด, ์›์†Œ ๊ฐฏ์ˆ˜๊ฐ€ N์ธ 1์ฐจ์› ๋ฐฐ์—ด์ด ์ƒ๊ธฐ๊ณ , ๊ฐ ์›์†Œ๋Š” 0~1์‚ฌ์ด์˜ ๋žœ๋ค์ˆซ์ž๊ฐ€ ๋˜๋Š” ๊ฒƒ ๊ฐ™๋‹ค. ๊ทธ๋ ‡๋‹ค๋ฉด rand(2,3) ์€ ์–ด๋–ค ๊ฒฐ๊ณผ์ผ๊นŒ?

import numpy as np
x = np.random.rand(2,3)
print(x)

๊ฐ€๋กœ 2์ค„, ์„ธ๋กœ๋กœ 3์ค„? ๊ทธ๋ ‡๋‹ค๋ฉด rand(4,2)ํ•˜๋ฉด ๊ฐ€๋กœ 4์ค„, ์„ธ๋กœ 2์ค„?

๋งŒ์•ฝ, rand(1,1,1,1,2) ์ด๋ผํ•˜๋ฉด?

import numpy as np
x = np.random.rand(1,1,1,1,2)
print(x)

ํ .... ๋งˆ์ง€๋ง‰ 2๊ฐ€ [] ์•ˆ์˜ ์›์†Œ ๊ฐฏ์ˆ˜๋ฅผ ๊ฒฐ์ •ํ•˜๋Š”๊ตฌ๋‚˜. 

import numpy as np
x = np.random.rand(1,1,1,3,2)
print(x)

์˜ค๋ฅธ์ชฝ์—์„œ ๋‘๋ฒˆ์งธ ์ˆซ์ž(3)์€  ๊ฐ€์žฅ ์ž‘์€ ๋‹จ์œ„์ธ []๋ฅผ ์„ธ๋กœ๋กœ 3๊ฐœ ํฌ๊ฐ  ๊ฒƒ์ด๊ณ ,

import numpy as np
x = np.random.rand(1,1,2,3,2)
print(x)

2์ฐจ์› ๋„˜์–ด๊ฐ€๋ฉด์„œ๋ถ€ํ„ฐ๋Š” ๊ณต๊ฐ„์ ์œผ๋กœ ์ด๋ฏธ์ง€๋ฅผ ์ƒ์ƒํ•˜๊ธฐ ์–ด๋ ต๊ธฐ ๋•Œ๋ฌธ์— ํŒจ์“ฐ.
๊ทธ๋ƒฅ ์ด๋ ‡๊ตฌ๋‚˜ ์•Œ์•„๋‘๋ฉด ๋จ rand ๋ผ๋Š” ๋†ˆ.