Convolutional neural networks (CNNs) are specialized neural networks designed to handle grid-like data such as images.CNNs are widely used for object recognition, face detection, and medical imaging due to their ability to detect spatial hierarchies.These networks automatically learn important features from visual data using convolutional and pooling layers.Key layers in CNNs include convolutional layers, pooling layers, and fully connected layers.