You can handle task dependencies in Airflow ML Pipelines by defining them in the Directed Acyclic Graph (DAG) structure. You must use the set_downstream and set_upstream methods to define dependencies for downstream and upstream tasks. Tasks with dependencies will be executed in the correct order, ensuring smooth data flow and preventing any circular dependencies.