| Name | Description | Type | Package | Framework |
| BinaryClassificationMetrics | Evaluator for binary classification. | Class | org.apache.spark.mllib.evaluation | Apache Spark |
| MulticlassMetrics | Evaluator for multiclass classification. | Class | org.apache.spark.mllib.evaluation | Apache Spark |
| MultilabelMetrics | Evaluator for multilabel classification. | Class | org.apache.spark.mllib.evaluation | Apache Spark |
| RankingMetrics | Evaluator for ranking algorithms. | Class | org.apache.spark.mllib.evaluation | Apache Spark |
| RegressionMetrics | Evaluator for regression. | Class | org.apache.spark.mllib.evaluation | Apache Spark |