A machine learning model is learning parameters w₁ and w₂. It turns out that for the inputted, the error function is: E=(W₁-1)²+(W₂-1)² The current values of the parameters are w₁-2 and w₂=0.9. Gradient descent is appli update the parameters. Which statement is true?

Computer Networking: A Top-Down Approach (7th Edition)
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Author:James Kurose, Keith Ross
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A machine learning model is learning parameters w₁ and w₂. It turns out that for the latest data
inputted, the error function is:
E=(w₁-1)²+(W₂-1)²
The current values of the parameters are w₁-2 and w₂=0.9. Gradient descent is applied to
update the parameters. Which statement is true?
7
0
w1
2
W2
3
4
0
W2
W1 decreases and
decreases, change in w₁ is bigger.
W₁ decreases and w₂ increases, change in w₂ is bigger.
W₁ decreases and w₂ increases, change in w₁ is bigger.
W₁ decreases and w₂ increases, both by the same amount.
18
16
14
12
10
8
6
4
HH
+++
2
Transcribed Image Text:A machine learning model is learning parameters w₁ and w₂. It turns out that for the latest data inputted, the error function is: E=(w₁-1)²+(W₂-1)² The current values of the parameters are w₁-2 and w₂=0.9. Gradient descent is applied to update the parameters. Which statement is true? 7 0 w1 2 W2 3 4 0 W2 W1 decreases and decreases, change in w₁ is bigger. W₁ decreases and w₂ increases, change in w₂ is bigger. W₁ decreases and w₂ increases, change in w₁ is bigger. W₁ decreases and w₂ increases, both by the same amount. 18 16 14 12 10 8 6 4 HH +++ 2
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