diff --git a/src/orion/core/utils/__init__.py b/src/orion/core/utils/__init__.py
index 48e5179a5..31411ce6a 100644
--- a/src/orion/core/utils/__init__.py
+++ b/src/orion/core/utils/__init__.py
@@ -9,6 +9,7 @@
 import logging
 import os
 import signal
+import sys
 from abc import ABCMeta
 from collections import defaultdict
 from contextlib import contextmanager
@@ -16,7 +17,11 @@
 from importlib import import_module
 from tempfile import NamedTemporaryFile
 
-import pkg_resources
+if sys.version_info >= (3, 10):
+    from importlib.metadata import entry_points
+else:
+    from pkg_resources import iter_entry_points
+
 
 log = logging.getLogger(__name__)
 
@@ -72,7 +77,15 @@ def _import_modules(cls):
     # base = import_module(cls.__base__.__module__)
 
     # Get types advertised through entry points!
-    for entry_point in pkg_resources.iter_entry_points(cls.__name__):
+    if sys.version_info >= (3, 10):
+        entry_point_iterable = (
+            entry_point
+            for entry_point in entry_points()
+            if entry_point.group == cls.__name__
+        )
+    else:
+        entry_point_iterable = iter_entry_points(cls.__name__)
+    for entry_point in entry_point_iterable:
         entry_point.load()
         assert entry_point.dist is not None
         log.debug(