MLlib is Apache Spark's scalable machine learning library. It provides various machine learning algorithms and utilities that help in building and deploying machine learning models efficiently. MLlib is designed to be scalable and can handle large datasets, making it an ideal choice for big data applications, including those in the field of cancer research.