There are two perspectives:
ABM Perspective: What benefits will ML bring to my Model?
It can be used in the model's design, in the learning of the Agent (Behavior), in the analysis of output, and Validation of the model.
ML Perspective: What benefits will ABM bring to my Model?
It can be used to create unavailable datasets and involve human intelligence, fusion data, and adaptative learning.