Given a dataset with high dimensionality and class imbalance, describe how you would evaluate a machine learning model trained using Spark ML. Discuss the metrics you would use, why they are appropriate for this scenario, and how you would implement them in Spark ML. Additionally, explain any challenges you might face in evaluating such a model and how you would address them.