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December 31, 2019 00:13
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An example of machine learning from https://youtu.be/wUPFOFbCeFI
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from random import random | |
from math import pow | |
ys_and_xs = [ (1, 3.8), (2, 1.9), (3, 2.9), | |
(4, 4.5), (5, 6.4), (6, 3.5), | |
(7, 6.7), (8, 6.2), (9, 8.0) ] | |
def grade(a, b): | |
error = 0 | |
for x,y in ys_and_xs: | |
error += pow( a*x + b - y , 2 ) | |
return error | |
def someChange(): | |
return random() - .5 | |
a = 1 | |
b = 0 | |
err = grade(a,b) | |
for _ in range(100000): | |
new_a = a + someChange() | |
new_b = b + someChange() | |
new_err = grade(new_a, new_b) | |
if new_err < err: | |
a = new_a | |
b = new_b | |
err = new_err | |
print "a =", a, ", b =", b |
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