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Problem 1 ( 3 0 Points ) : Build an convolutional neural network,the function should return model with the following specifications: First Convolutional Layer: Uses

Problem 1(30 Points): Build an convolutional neural network,the function should return model with the following specifications:
First Convolutional Layer: Uses 6 filters with a kernel size of 55, 'relu' activation and 2828 pixels, grayscale as input images size.
First Pooling Layer: Uses max pooling with a pool size of 22 and a stride of 2.
Second Convolutional Layer: Uses 16 filters with a kernel size of 5x5 and 'relu' activation.
Second Pooling Layer: Uses max pooling with the same specifications as the first pooling layer.
Flattening Layer: Converts the feature map to a 1D array.
First Dense Layer: Has 120 units with 'relu' activation.
Second Dense Layer: Has 84 units with 'relu' activation.
Third Dense Layer: Has 10 units with 'softmax' activation.
The network should be compiled using Adam optimizer, categorical_crossentropy loss function and accuracy as a metric.
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