Machine Learning is the study of algorithms that improve from experience. One of its most important tools is the Neural Network.
Learning from examples
A supervised learning system is shown many labelled examples and adjusts its parameters until its predictions match the labels.
Deep learning
When the model is a many-layered Neural Network, the field is called deep learning. A specific architecture, the Transformer, underlies most of today's language models.