Audio classification is the method of analyzing audio recordings crucial for AI technologies like chatbots and virtual assistants. There are four main types: acoustic data classification, environmental sound classification, music classification, and natural language utterance classification, each serving different purposes in managing audio and enhancing user interactions. The effectiveness of audio classification projects relies heavily on the quality and quantity of the annotated datasets used.