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QUESTION 6 [18 MARKS] A modified and simplified AlexNet network has a layers parameters table as shown below. Calculate the 10 values marked as 1)
QUESTION 6 [18 MARKS] A modified and simplified AlexNet network has a layers parameters table as shown below. Calculate the 10 values marked as 1) - (x) in the table for the convl and pooll layer output channel, output width/height, memory, trainable parameters and flops. Clearly show all workings and calculations, if any. [18 marks] Input size Layer Layer C H/W filters kernel stride pad convi 3 115 96 11 4 z 96 28 4 2 0 13 13 13 96 192 5 3 3 1 1 2 2 1 pooli convz convs pools flatten fc6 fc7 fc& Total 96 96 192 192 6912 4096 4096 Output size params C memory H/W' flop (M) (KB) M (i) (iv) (v) [2 marks] [2 marks] [2 marks] [2 marks] [2 marks] (vi) (vii) (viii) fix) (x) [2 marks] [2 marks] [2 marks] [1 mark] [1 mark] 96 13 63.375 230.4 38.94 192 13 126.75 165.89 28.04 192 6 27 0 6912 27 0 0 4096 16 28,312 28.31 4096 16 16,777 16.78 1000 3.906 4,096 4.10 637 49,615 143 6 4096 4096 1000
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