What is rank of a matrix AI?

Could you please explain to me the concept of the rank of a matrix in the context of artificial intelligence? How does it play a role in AI applications and what are its implications? Is it related to the dimensionality of the data being processed or the complexity of the algorithms used? I'm particularly interested in understanding how the rank of a matrix might affect the performance and efficiency of AI systems.