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Modern Computer Architecture and Organization - Third Edition
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Write the matrix computation that transforms the hidden neuron outputs H from Figure 10.3 to the results from output neurons O. Write out your answer in the same form as Equation 10.7.
The equation for computing the results for the output neurons O, given the weight matrix WHO and the hidden neuron output vector H, is as follows:


The vector elements WH1 through WH3 are the result of the multiplication of WHO by H. Each pass through this computation requires 12 multiplications, 9 additions, and 3 activation function invocations.
Show how two copies of the matrix multiplication shown in Equation 10.7 can be embedded within 16x16 A and B matrices, and where the results will appear within the 16x16 C matrix. Draw the 16x16 A, B, and C matrices as squares and show the weight matrices WIH1 and WIH2 as rectangles within the A matrix. Draw the input vectors I1 and I2 similarly, as well as the output vectors H1 and H2. This technique...