Questions for the machine learning homework

Question 1: Assuming the following filter (3x3) and input feature map (4x4) given for a particular CONV layer of a DNN. Filter Input feature map 0.1 -0.5 0.2 0.3 0.1 0.2 0.1 -0.2 0.3 2 6 8 4 3 3 5 3 1 2 2 3 4 3 1 2 a) Please calculate the output feature map values, assuming a stride is 1, and activation function is RELU (please show your calculations explicitly). [10 points) b) Please calculate the output feature map values, assuming a stride is 1, and activation function is Sigmoid (please show your calculations explicitly). [10 points) Question 1: Assuming the following filter (3x3) and input feature map (4x4) given for a particular CONV layer of a DNN. Filter Input feature map 0.1 -0.5 0.2 0.3 0.1 0.2 0.1 -0.2 0.3 2 6 8 4 3 3 5 3 1 2 2 3 4 3 1 2 a) Please calculate the output feature map values, assuming a stride is 1, and activation function is RELU (please show your calculations explicitly). [10 points) b) Please calculate the output feature map values, assuming a stride is 1, and activation function is Sigmoid (please show your calculations explicitly). [10 points)