A metric is a defined quantitative measure used to evaluate a model, system, dataset, or process. In machine learning, metrics assess properties such as accuracy, precision, recall, loss, ranking quality, fairness, or operational performance.
A statistic that you care about. An objective is a metric that a machine learning system tries to optimize.