Machine learning algorithms are closely related to techniques that actuaries have already been using for decades. Actuaries are thus in an excellent position to add machine learning to their existing skill set. This one-pager compares machine learning with traditional statistical techniques, discusses how machine learning can add value in the existing Dutch healthcare landscape and describes what the role of the actuary must be.