Multi-dimensional data refers to data that exists in more than two dimensions, allowing for complex relationships and patterns to be analyzed across multiple variables. This type of data is essential in fields like machine learning and data science, where it enables the exploration of intricate datasets to uncover deeper insights and predictions.