Joe designed two neural networks: NN1 and NN2. Both networks have a softmax output layer with three classes and a cross-entropy loss. He feeds an input from class 1 to each network. The output of NN1 is 0.41, 0.37, and 0.22 for classes 1, 2, and 3, respectively. The output of NN2 is 0.74, 0.11, and 0.15 for classes 1, 2, and 3, respectively. Calculate the loss of each network and report it for NN1 and NN2 Based on these findings, (NN1 or NN2) is a better design.

Database System Concepts
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ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
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Question 16
Joe designed two neural networks: NN1 and NN2. Both networks have a softmax
output layer with three classes and a cross-entropy loss. He feeds an input from class
1 to each network. The output of NN1 is 0.41, 0.37, and 0.22 for classes 1, 2, and 3,
respectively. The output of NN2 is 0.74, 0.11, and 0.15 for classes 1, 2, and 3,
respectively. Calculate the loss of each network and report it for NN1
and NN2
Based on these findings,
(NN1 or NN2) is a better design.
Transcribed Image Text:Question 16 Joe designed two neural networks: NN1 and NN2. Both networks have a softmax output layer with three classes and a cross-entropy loss. He feeds an input from class 1 to each network. The output of NN1 is 0.41, 0.37, and 0.22 for classes 1, 2, and 3, respectively. The output of NN2 is 0.74, 0.11, and 0.15 for classes 1, 2, and 3, respectively. Calculate the loss of each network and report it for NN1 and NN2 Based on these findings, (NN1 or NN2) is a better design.
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