Convolutional neural networks CNNs (CNN) are a type of deep learning model that is especially well-suited for image classification tasks. They consist of multiple layers, including convolutional layers, pooling layers, and fully connected layers. These layers work together to extract features such as edges and textures from an image and use them to classify the image into one of several predefined categories.