Image recognition involves the process of identifying and categorizing objects within an image. Deep learning, a subset of machine learning, employs neural networks with multiple layers (hence "deep") to model and understand complex patterns in data. These neural networks, particularly Convolutional Neural Networks (CNNs), have become the cornerstone of modern image recognition systems.