diff --git a/examples/2_multi_fidelity/2_sgd_datasets.py b/examples/2_multi_fidelity/2_sgd_datasets.py
index 384d1c224..09864a963 100644
--- a/examples/2_multi_fidelity/2_sgd_datasets.py
+++ b/examples/2_multi_fidelity/2_sgd_datasets.py
@@ -89,7 +89,7 @@ def train(self, config: Configuration, instance: str, seed: int = 0) -> float:
 
             # SGD classifier using given configuration
             clf = SGDClassifier(
-                loss="log",
+                loss="log_loss",
                 penalty="elasticnet",
                 alpha=config["alpha"],
                 l1_ratio=config["l1_ratio"],
diff --git a/tests/fixtures/models.py b/tests/fixtures/models.py
index 1321176f2..29f9bf152 100644
--- a/tests/fixtures/models.py
+++ b/tests/fixtures/models.py
@@ -71,7 +71,7 @@ def train(self, config: Configuration, instance: str = "0-1", budget: float = 1,
 
             # SGD classifier using given configuration
             clf = SGDClassifier(
-                loss="log",
+                loss="log_loss",
                 penalty="elasticnet",
                 alpha=config["alpha"],
                 l1_ratio=config["l1_ratio"],