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how to normalize a 1d numpy array
Adorable Antelope
on May 13, 2020
# Foe 1d array
an_array = np.array([0.1,0.2,0.3,0.4,0.5])
norm = np.linalg.norm(an_array)
normal_array = an_array/norm
print(normal_array)
#[0.2,0.4,0.6,0.8,1] (Should be, I didin't run the code)normalize 2d numpy array
Busy Boar
on Apr 10, 2021
import numpy as np
def scale(X, x_min, x_max):
nom = (X-X.min(axis=0))*(x_max-x_min)
denom = X.max(axis=0) - X.min(axis=0)
denom[denom==0] = 1
return x_min + nom/denom
X = np.array([
[ 0, 1],
[ 2, 3],
[ 4, 5],
[ 6, 7],
[ 8, 9],
[10, 11],
[12, 13],
[14, 15]
])
X_scaled = scale(X, -1, 1)
print(X_scaled)
Source: datascience.stackexchange.com
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