Q5 Backpropagation Consider the following neural network for regression:

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Q5 Backpropagation
Consider the following neural network for regression:
Transcribed Image Text:Q5 Backpropagation Consider the following neural network for regression:
1
Vo
Wo
W1
V1
ni
n2
where all weights have value 1. Both neurons have a linear function
f (x) = x , so that, the output of neuron n1 is Z1 = Wot WX,
and the output of neuron n2 is y = Z 2 = Vot VIZ 1.
Compute the value of the weights V1 and W1 after one step of
gradient descent with learning rate n = 0.1 on the mean squared
%3D
t)2, where y(x) is the output of the network
on point X and t is the desired value for X, on the input point (1, 2)
error E =
(where the first value of the vector is the input, and the second
value the corresponding target).
Q5.1
V1 =
=0.8+-0.001
Q5.2
W1=
=0.9+-0.001
Transcribed Image Text:1 Vo Wo W1 V1 ni n2 where all weights have value 1. Both neurons have a linear function f (x) = x , so that, the output of neuron n1 is Z1 = Wot WX, and the output of neuron n2 is y = Z 2 = Vot VIZ 1. Compute the value of the weights V1 and W1 after one step of gradient descent with learning rate n = 0.1 on the mean squared %3D t)2, where y(x) is the output of the network on point X and t is the desired value for X, on the input point (1, 2) error E = (where the first value of the vector is the input, and the second value the corresponding target). Q5.1 V1 = =0.8+-0.001 Q5.2 W1= =0.9+-0.001
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