diff --git a/CMake/ensmallen-config.cmake.in b/CMake/ensmallen-config.cmake.in
index 3a9a93c..7bed7fd 100644
--- a/CMake/ensmallen-config.cmake.in
+++ b/CMake/ensmallen-config.cmake.in
@@ -1,4 +1,9 @@
 @PACKAGE_INIT@
+include(CMakeFindDependencyMacro)
+if(@USE_OPENMP@)
+find_dependency(OpenMP)
+endif()
+find_dependency(Armadillo CONFIG)
 
 include(${CMAKE_CURRENT_LIST_DIR}/@TARGETS_EXPORT_NAME@.cmake)
 check_required_components(ensmallen)
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 551c538..0b20af1 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -47,21 +47,13 @@ endif()
 
 # Find OpenMP and link it.
 if(USE_OPENMP)
-  if(NOT TARGET OpenMP::OpenMP_CXX)
-    find_package(Threads REQUIRED)
-    add_library(OpenMP::OpenMP_CXX IMPORTED INTERFACE)
-    set_property(TARGET OpenMP::OpenMP_CXX
-        PROPERTY INTERFACE_COMPILE_OPTIONS ${OpenMP_CXX_FLAGS})
-    # Only works if the same flag is passed to the linker; use CMake 3.9+ otherwise (Intel, AppleClang).
-    set_property(TARGET OpenMP::OpenMP_CXX
-        PROPERTY INTERFACE_LINK_LIBRARIES ${OpenMP_CXX_FLAGS} Threads::Threads)
-  endif()
+  find_package(OpenMP REQUIRED)
   target_link_libraries(ensmallen INTERFACE OpenMP::OpenMP_CXX)
 endif()
 
 # Find Armadillo and link it.
-find_package(Armadillo 9.800.0 REQUIRED)
-target_link_libraries(ensmallen INTERFACE Armadillo::Armadillo)
+find_package(Armadillo CONFIG REQUIRED)
+target_link_libraries(ensmallen INTERFACE armadillo)
 
 # Set helper variables for creating the version, config and target files.
 include(CMakePackageConfigHelpers)