Design a Deep-Learning architecture using Convolutional Neural Networks as one of a number of components for the task of classifying images into images that contain cats and images that dont. Name the different layers/components of the network; explain what function they have, and provide the cost function used in the output layer to inform back-propagation. Use at least one convolutional layer, one dimensionality reduction layer, and any other layers you deem necessary.