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Consider the following network structure and the initial weights and bias a given. w11=0.2,w12=0.4,w21= 0.6,w22=0.15,w3=xx,w4=0.1, and bias =0 where xx are last 2 digits of
Consider the following network structure and the initial weights and bias a given. w11=0.2,w12=0.4,w21= 0.6,w22=0.15,w3=xx,w4=0.1, and bias =0 where xx are last 2 digits of your Student ID. Given that x1,x2,y=1,0,0.5, answer the questions below. [1+0.5+1.5+2=5] (a) Compute the forward propagation and generate the output. Use the Sigmoid activation function. (b) Compute the RMSE loss. (c) Let the given weights be at the time (t-1). Compute the weights at time t using SGD (d) Compute the weights at (t+1) using Rprop. Assume =1.4 and =0.9. [2+2+2+2=8M
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