Consider the diagram below showing a 2-input, one-output neural network. Let the loss function be a cross-entropy loss function and the output node have sigmoid activation with zero bias. Calculate the loss function L for the AND dataset as a function of w1 and w2, and compute the direction of maximum decrease in the loss function. w1 w2 x1 x2

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
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Consider the diagram below showing a 2-input, one-output neural network. Let the loss function be
76058
a
loss function and the output node have sigmoid activation with zero bias. Calculate
the loss function L for the AND dataset as a function of wl and w2, and compute the direction of
maximum decrease in the loss function.
w1
w2
x1
x2
Transcribed Image Text:Consider the diagram below showing a 2-input, one-output neural network. Let the loss function be 76058 a loss function and the output node have sigmoid activation with zero bias. Calculate the loss function L for the AND dataset as a function of wl and w2, and compute the direction of maximum decrease in the loss function. w1 w2 x1 x2
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