Convolutional Neural Networks (CNNs) are considered a state-of-the-art tool in the domain of image recognition. These networks are particularly designed to process visual input by learning patterns from images. CNNs consist multiple stages of convolution, reduction, and fully joined layers, allowing them to effectively categorize images into distin