diff --git a/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/BedrockBatchJobCreator.java b/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/BedrockBatchJobCreator.java
index 5bdd718e86..001c631690 100644
--- a/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/BedrockBatchJobCreator.java
+++ b/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/BedrockBatchJobCreator.java
@@ -223,7 +223,7 @@ private void handleFailure(Record<Event> record,
                 ));
             }
         } catch (Exception ex) {
-            LOG.error(NOISY, "Exception occured during error handling: {}", ex.getMessage());
+            LOG.error(NOISY, "Exception occurred during error handling: {}", ex.getMessage());
         }
     }
 
diff --git a/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/SageMakerBatchJobCreator.java b/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/SageMakerBatchJobCreator.java
index 440c17c33c..90ad51df4b 100644
--- a/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/SageMakerBatchJobCreator.java
+++ b/data-prepper-plugins/ml-inference-processor/src/main/java/org/opensearch/dataprepper/plugins/ml_inference/processor/common/SageMakerBatchJobCreator.java
@@ -277,7 +277,7 @@ private void handleFailure(List<Record<Event>> failedRecords, ConcurrentLinkedQu
             }
             dlqPushHandler.perform(dlqObjects);
         } catch (Exception ex) {
-            LOG.error(NOISY, "Exception occured during error handling: {}", ex.getMessage());
+            LOG.error(NOISY, "Exception occurred during error handling: {}", ex.getMessage());
         }
     }