The database for machine learning (ML) data depends on the nature of the data being processed. Both relational databases and NoSQL databases can be used for ML data storage and management, with the choice depending on the structure and volume of the data. A well-designed ML database is crucial for the success of an ML model, allowing for the efficient manipulation and analysis of large amounts of data.