diff --git a/changelog/11173.misc.md b/changelog/11173.misc.md
new file mode 100644
index 000000000000..4d017341cf06
--- /dev/null
+++ b/changelog/11173.misc.md
@@ -0,0 +1 @@
+Silence noisy deprecation warnings about Pillow methods generated by keras-preprocessing.
\ No newline at end of file
diff --git a/rasa/utils/common.py b/rasa/utils/common.py
index bc4ce03677ec..5b8df4288d9d 100644
--- a/rasa/utils/common.py
+++ b/rasa/utils/common.py
@@ -38,6 +38,13 @@
 
 T = TypeVar("T")
 
+EXPECTED_PILLOW_DEPRECATION_WARNINGS = [
+    # Keras uses deprecated Pillow features
+    # cf. https://github.com/keras-team/keras/issues/16639
+    (DeprecationWarning, f"{method} is deprecated and will be removed in Pillow 10 .*")
+    for method in ["BICUBIC", "NEAREST", "BILINEAR", "HAMMING", "BOX", "LANCZOS"]
+]
+
 EXPECTED_WARNINGS = [
     # TODO (issue #9932)
     (
@@ -51,7 +58,12 @@
         "shape. This may consume a large amount of memory.",
     ),
     (UserWarning, "Slot auto-fill has been removed in 3.0 .*"),
-]
+    # This warning is caused by the flatbuffers package
+    # The import was fixed on Github, but the latest version
+    # is not available on PyPi, so we cannot pin the newer version.
+    # cf. https://github.com/google/flatbuffers/issues/6957
+    (DeprecationWarning, "the imp module is deprecated in favour of importlib.*"),
+] + EXPECTED_PILLOW_DEPRECATION_WARNINGS
 
 
 class TempDirectoryPath(str, ContextManager):