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COLLEGE WON'T SPARE ME Convolutional Neural Networks (CNNs) represent a specialized class of deep, feed-forward artificial neural networks, primarily utilized for analyzing visual imagery. The fundamental operation within a CNN is the discrete convolution, which serves to extract spatial hierarchies of features from raw input data. This process is mathematically defined by the operation of a kernel over an input image, resulting in a structured feature map. ​The architectural integrity of a CNN