diff --git a/python/pyspark/ml/tests/connect/test_parity_classification.py b/python/pyspark/ml/tests/connect/test_parity_classification.py
index 7805546dba707..c43e784fd9a1c 100644
--- a/python/pyspark/ml/tests/connect/test_parity_classification.py
+++ b/python/pyspark/ml/tests/connect/test_parity_classification.py
@@ -17,14 +17,46 @@
 
 import unittest
 
+from pyspark.testing.utils import eventually, timeout
 from pyspark.ml.tests.test_classification import ClassificationTestsMixin
 from pyspark.testing.connectutils import ReusedConnectTestCase
 
 
-# TODO(SPARK-52764): Re-enable this test after fixing the flakiness.
-@unittest.skip("Disabled due to flakiness, should be enabled after fixing the issue")
 class ClassificationParityTests(ClassificationTestsMixin, ReusedConnectTestCase):
-    pass
+    @eventually(timeout=60, catch_timeout=True)
+    @timeout(timeout=10)
+    def test_binary_logistic_regression_summary(self):
+        super().test_binary_logistic_regression_summary()
+
+    @eventually(timeout=60, catch_timeout=True)
+    @timeout(timeout=10)
+    def test_multiclass_logistic_regression_summary(self):
+        super().test_multiclass_logistic_regression_summary()
+
+    @eventually(timeout=60, catch_timeout=True)
+    @timeout(timeout=10)
+    def test_linear_svc(self):
+        super().test_linear_svc()
+
+    @eventually(timeout=60, catch_timeout=True)
+    @timeout(timeout=10)
+    def test_factorization_machine(self):
+        super().test_factorization_machine()
+
+    @eventually(timeout=60, catch_timeout=True)
+    @timeout(timeout=10)
+    def test_binary_random_forest_classifier(self):
+        super().test_binary_random_forest_classifier()
+
+    @eventually(timeout=60, catch_timeout=True)
+    @timeout(timeout=10)
+    def test_multiclass_random_forest_classifier(self):
+        super().test_multiclass_random_forest_classifier()
+
+    @eventually(timeout=60, catch_timeout=True)
+    @timeout(timeout=10)
+    def test_mlp(self):
+        super().test_mlp()
 
 
 if __name__ == "__main__":