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Consider again the same 1 0 instances. P 1 = ( 4 , 1 ) P 2 = ( 2 , - 1 ) P
Consider again the same instances.
A neural network comprising of input neurons for and values hidden layer neurons and
and a single output neuron, was trained to classify the data. The hidden and output neurons use
the threshold activation function, which outputs either for a negative instance or for a positive
instance.
Figure : Threelayer neural network with weights and bias values.
i Calculate the output for each of the three neurons and when is given as input to
the network. Use the weights and bias values as shown in Figure
ii Does the network classify correctly?
iii What do you observe about the outputs of and when is given as input? Could the
network still correctly classify Explain in detail.
iv Draw the decision boundaries for each of the three neurons, and Show all your
steps and calculations. Explain what you did to arrive at the diagram for
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