Deep learning is a subset of machine learning that uses algorithms inspired by the structure and function of the brain, known as artificial neural networks. It has shown remarkable success in areas like image recognition, natural language processing, and bioanalytical sciences. By leveraging vast amounts of data, deep learning models can identify patterns and make decisions with unprecedented accuracy.