Deep learning is defined as a machine learning approach utilizing artificial neural networks with multiple layers. A typical deep learning network consists of an input layer, several hidden layers that abstract and represent data in complex ways, and an output layer that generates predictions. Each layer enhances the network's ability to capture intricate patterns through nonlinear combinations of previous layers.
