Convolutional Neural Networks (CNNs) represent a powerful tool in the domain of image recognition. These networks are particularly designed to analyze visual input by extracting patterns from images. CNNs comprise multiple layers of convolution, reduction, and fully connected layers, allowing them to accurately categorize images into distinct class