diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 23bbd620c79..4c2cb6fd826 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -22,6 +22,7 @@ Added
   the intent right
 - Additional checks in PolicyEnsemble to ensure that custom Policy
   classes' load function returns the correct type
+- Entries for tensorflow and sklearn versions to the policy metadata
   
 Removed
 -------
diff --git a/rasa_core/policies/ensemble.py b/rasa_core/policies/ensemble.py
index eb9dc0317ed..469de7c1617 100644
--- a/rasa_core/policies/ensemble.py
+++ b/rasa_core/policies/ensemble.py
@@ -1,13 +1,14 @@
-import sys
-from collections import defaultdict
-
+import importlib
 import json
 import logging
-import numpy as np
 import os
+import sys
+from collections import defaultdict
 from datetime import datetime
 from typing import Text, Optional, Any, List, Dict, Tuple
 
+import numpy as np
+
 import rasa_core
 from rasa_core import utils, training, constants
 from rasa_core.actions.action import ACTION_LISTEN_NAME
@@ -26,6 +27,8 @@
 
 
 class PolicyEnsemble(object):
+    versioned_packages = ["rasa_core", "tensorflow", "sklearn"]
+
     def __init__(self,
                  policies: List[Policy],
                  action_fingerprints: Optional[Dict] = None) -> None:
@@ -97,12 +100,22 @@ def _create_action_fingerprints(training_events):
             action_fingerprints[k] = {"slots": slots}
         return action_fingerprints
 
+    def _add_package_version_info(self, metadata: Dict[Text, Any]) -> None:
+        """Adds version info for self.versioned_packages to metadata."""
+
+        for package_name in self.versioned_packages:
+            try:
+                p = importlib.import_module(package_name)
+                metadata[package_name] = p.__version__
+            except ImportError:
+                pass
+
     def _persist_metadata(self,
                           path: Text,
                           dump_flattened_stories: bool = False) -> None:
         """Persists the domain specification to storage."""
 
-        # make sure the directory we persist to exists
+        # make sure the directory we persist exists
         domain_spec_path = os.path.join(path, 'policy_metadata.json')
         training_data_path = os.path.join(path, 'stories.md')
         utils.create_dir_for_file(domain_spec_path)
@@ -117,7 +130,6 @@ def _persist_metadata(self,
 
         metadata = {
             "action_fingerprints": action_fingerprints,
-            "rasa_core": rasa_core.__version__,
             "python": ".".join([str(s) for s in sys.version_info[:3]]),
             "max_histories": self._max_histories(),
             "ensemble_name": self.__module__ + "." + self.__class__.__name__,
@@ -125,6 +137,8 @@ def _persist_metadata(self,
             "trained_at": self.date_trained
         }
 
+        self._add_package_version_info(metadata)
+
         utils.dump_obj_as_json_to_file(domain_spec_path, metadata)
 
         # if there are lots of stories, saving flattened stories takes a long
@@ -132,7 +146,8 @@ def _persist_metadata(self,
         if dump_flattened_stories:
             training.persist_data(self.training_trackers, training_data_path)
 
-    def persist(self, path: Text, dump_flattened_stories: bool = False) -> None:
+    def persist(self, path: Text,
+                dump_flattened_stories: bool = False) -> None:
         """Persists the policy to storage."""
 
         self._persist_metadata(path, dump_flattened_stories)
@@ -173,13 +188,12 @@ def _ensure_loaded_policy(cls, policy, policy_cls, policy_name: Text):
         if policy is None:
             raise Exception(
                 "Failed to load policy {}: "
-                "load returned None"
-                .format(policy_name))
+                "load returned None".format(policy_name))
         elif not isinstance(policy, policy_cls):
             raise Exception(
                 "Failed to load policy {}: "
                 "load returned object that is not instance of its own class"
-                .format(policy_name))
+                "".format(policy_name))
 
     @classmethod
     def load(cls, path: Text) -> 'PolicyEnsemble':
diff --git a/rasa_core/utils.py b/rasa_core/utils.py
index a4671c60b08..7de19c1dbb1 100644
--- a/rasa_core/utils.py
+++ b/rasa_core/utils.py
@@ -96,7 +96,7 @@ def class_from_module_path(module_path: Text) -> Any:
 
 
 def module_path_from_instance(inst: Any) -> Text:
-    """Return the module path of an instances class."""
+    """Return the module path of an instance's class."""
     return inst.__module__ + "." + inst.__class__.__name__