diff --git a/Modules/FindPythonLibs.cmake b/Modules/FindPythonLibs.cmake
index adcec4631..da7a1ac93 100644
--- a/Modules/FindPythonLibs.cmake
+++ b/Modules/FindPythonLibs.cmake
@@ -40,13 +40,17 @@ FOREACH(_CURRENT_VERSION ${_Python_VERSIONS})
       NAMES python${_CURRENT_VERSION_NO_DOTS}_d python
       PATHS
       [HKEY_LOCAL_MACHINE\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/libs/Debug
-      [HKEY_LOCAL_MACHINE\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/libs )
+      [HKEY_CURRENT_USER\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/libs/Debug
+      [HKEY_LOCAL_MACHINE\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/libs
+      [HKEY_CURRENT_USER\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/libs
+      )
   ENDIF(WIN32)
 
   FIND_LIBRARY(PYTHON_LIBRARY
     NAMES python${_CURRENT_VERSION_NO_DOTS} python${_CURRENT_VERSION}
     PATHS
       [HKEY_LOCAL_MACHINE\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/libs
+      [HKEY_CURRENT_USER\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/libs
     # Avoid finding the .dll in the PATH.  We want the .lib.
     NO_SYSTEM_ENVIRONMENT_PATH
   )
@@ -79,6 +83,7 @@ FOREACH(_CURRENT_VERSION ${_Python_VERSIONS})
     PATHS
       ${PYTHON_FRAMEWORK_INCLUDES}
       [HKEY_LOCAL_MACHINE\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/include
+      [HKEY_CURRENT_USER\\SOFTWARE\\Python\\PythonCore\\${_CURRENT_VERSION}\\InstallPath]/include
     PATH_SUFFIXES
       python${_CURRENT_VERSION}
   )