Convolutional Neural Networks (CNNs) are a class of deep neural networks, most commonly applied to analyzing visual imagery. They automatically and adaptively learn spatial hierarchies of features from input images, making them highly effective for tasks like image and video recognition, image classification, and medical image analysis.