diff --git a/docs/images/providers/overriding_simple.png b/docs/images/providers/overriding_simple.png
index 8e861f45..a3d949da 100644
Binary files a/docs/images/providers/overriding_simple.png and b/docs/images/providers/overriding_simple.png differ
diff --git a/docs/images/providers/overriding_users_model.png b/docs/images/providers/overriding_users_model.png
index 6e3dbf42..f2763621 100644
Binary files a/docs/images/providers/overriding_users_model.png and b/docs/images/providers/overriding_users_model.png differ
diff --git a/docs/providers/overriding.rst b/docs/providers/overriding.rst
index d3910cce..17c887d3 100644
--- a/docs/providers/overriding.rst
+++ b/docs/providers/overriding.rst
@@ -11,25 +11,25 @@ compatible one, without chaning your previously written code.
 
 Provider overriding functionality has such interface:
 
-.. image:: /images/provider_override.png
+.. image:: /images/providers/provider_override.png
     :width: 45%
     :align: center
 
-+ ``Provider.override()`` - takes another provider that will be used instead of
-  current provider. This method could be called several times. In such case,
-  last passed provider would be used as overriding one.
-+ ``Provider.reset_override()`` - resets all overriding providers. Provider 
++ ``di.Provider.override()`` - takes another provider that will be used 
+  instead of current provider. This method could be called several times. 
+  In such case, last passed provider would be used as overriding one.
++ ``di.Provider.reset_override()`` - resets all overriding providers. Provider 
   starts to behave itself like usual.
-+ ``Provider.is_overridden`` - bool, ``True`` if provider is overridden.
++ ``di.Provider.is_overridden`` - bool, ``True`` if provider is overridden.
 
 .. note::
 
    Actually, initial provider forms stack from overriding providers. There is 
    some, not so common, but still usefull, functionality that could be used:
 
-   + ``Provider.last_overriding`` - always keeps reference to last overriding 
-     provider.
-   + ``Provider.reset_last_overriding()`` - remove last overriding provider 
+   + ``di.Provider.last_overriding`` - always keeps reference to last 
+     overriding provider.
+   + ``di.Provider.reset_last_overriding()`` - remove last overriding provider 
      from stack of overriding providers.
 
 Example:
diff --git a/examples/providers/overriding_simple.py b/examples/providers/overriding_simple.py
index 31e659c0..d325acdb 100644
--- a/examples/providers/overriding_simple.py
+++ b/examples/providers/overriding_simple.py
@@ -1,6 +1,6 @@
 """Simple providers overriding example."""
 
-from dependency_injector.providers import Factory
+import dependency_injector as di
 
 
 class User(object):
@@ -8,7 +8,7 @@ class User(object):
     """Example class User."""
 
 # Users factory:
-users_factory = Factory(User)
+users_factory = di.Factory(User)
 
 # Creating several User objects:
 user1 = users_factory()
@@ -25,7 +25,7 @@ class SuperUser(User):
     """Example class SuperUser."""
 
 # Overriding users factory:
-users_factory.override(Factory(SuperUser))
+users_factory.override(di.Factory(SuperUser))
 
 # Creating some more User objects using overridden users factory:
 user3 = users_factory()
diff --git a/examples/providers/overriding_users_model.py b/examples/providers/overriding_users_model.py
index f2c6e367..688b259f 100644
--- a/examples/providers/overriding_users_model.py
+++ b/examples/providers/overriding_users_model.py
@@ -1,7 +1,6 @@
 """Overriding user's model example."""
 
-from dependency_injector.providers import Factory
-from dependency_injector.injections import KwArg
+import dependency_injector as di
 
 
 class User(object):
@@ -29,8 +28,8 @@ class UserService(object):
         return self.user_cls(id=id, password='secret' + str(id))
 
 # Users factory and UserService provider:
-users_service = Factory(UserService,
-                        KwArg('user_cls', User))
+users_service = di.Factory(UserService,
+                           user_cls=User)
 
 # Getting several users and making some asserts:
 user1 = users_service().get_by_id(1)
@@ -76,8 +75,8 @@ class ExtendedUserService(UserService):
         return user
 
 # Overriding users_service provider:
-extended_users_service = Factory(ExtendedUserService,
-                                 KwArg('user_cls', ExtendedUser))
+extended_users_service = di.Factory(ExtendedUserService,
+                                    user_cls=ExtendedUser)
 users_service.override(extended_users_service)
 
 # Getting few other users users and making some asserts: