diff --git a/SEImplementation/CMakeLists.txt b/SEImplementation/CMakeLists.txt
index 1b52a93d3..49981ff12 100644
--- a/SEImplementation/CMakeLists.txt
+++ b/SEImplementation/CMakeLists.txt
@@ -33,8 +33,7 @@ elements_depends_on_subdirs(Pyston)
 
 find_package(PythonInterp ${PYTHON_EXPLICIT_VERSION} REQUIRED)
 find_package(PythonLibs ${PYTHON_EXPLICIT_VERSION} REQUIRED)
-find_package(BoostPython ${PYTHON_EXPLICIT_VERSION})
-find_package(Boost 1.53 REQUIRED)
+find_package(Boost 1.53 REQUIRED COMPONENTS python${PYTHON_VERSION_MAJOR}${PYTHON_VERSION_MINOR})
 find_package(OnnxRuntime)
 find_package(Log4CPP REQUIRED)
 
@@ -101,10 +100,10 @@ elements_add_library(SEImplementation
             LINK_LIBRARIES
               ElementsKernel Configuration Table
               SEUtils SEFramework ModelFitting
-              BoostPython PythonLibs PythonInterp
+              PythonLibs PythonInterp
               Pyston
               ${OPT_LIBRARIES}
-            INCLUDE_DIRS ${BoostPython_INCLUDE_DIRS} ${PYTHON_INCLUDE_DIRS} ${OPT_INCLUDES}
+            INCLUDE_DIRS ${PYTHON_INCLUDE_DIRS} ${OPT_INCLUDES}
             PUBLIC_HEADERS SEImplementation)
 
 #===============================================================================
diff --git a/cmake/modules/FindBoostPython.cmake b/cmake/modules/FindBoostPython.cmake
deleted file mode 100644
index 69fbcc596..000000000
--- a/cmake/modules/FindBoostPython.cmake
+++ /dev/null
@@ -1,38 +0,0 @@
-# Normally, finding a boost component should rely on
-#   find_package(Boost REQUIRED COMPONENTS python)
-# But the packaging is now always the same: sometimes it will be python3,
-# others python37, python2, python27, or just python
-# (i.e. python3 for Fedora < 30, but python37 for Fedora >= 30 and MacOSX via Homebrew)
-# We wrap all this in this module
-#
-# Defines:
-#   BoostPython_FOUND
-#   BoostPython_INCLUDE_DIRS
-#   BoostPython_LIBRARIES
-
-if (NOT BoostPython_FOUND)
-    find_package(PythonInterp ${PYTHON_EXPLICIT_VERSION} REQUIRED)
-
-    # Explicit versions
-    set (_BOOST_PYTHON_LIST "python${PYTHON_VERSION_MAJOR}${PYTHON_VERSION_MINOR}" "python${PYTHON_VERSION_MAJOR}")
-
-    # Only for python2, without suffix
-    if (BoostPython_FIND_VERSION VERSION_LESS 3)
-        list (APPEND _BOOST_PYTHON_LIST "python")
-    endif ()
-
-    # Pick the most restrictive
-    foreach (_BOOST_PYTHON IN LISTS _BOOST_PYTHON_LIST)
-        find_package(Boost COMPONENTS "${_BOOST_PYTHON}")
-        if (Boost_FOUND)
-            set (BoostPython_INCLUDE_DIRS ${Boost_INCLUDE_DIRS})
-            set (BoostPython_LIBRARIES ${Boost_LIBRARIES})
-            set (BoostPython_FOUND TRUE)
-            break ()
-        endif ()
-    endforeach ()
-
-    include(FindPackageHandleStandardArgs)
-    find_package_handle_standard_args(BoostPython DEFAULT_MSG BoostPython_INCLUDE_DIRS)
-    mark_as_advanced(BoostPython_FOUND BoostPython_INCLUDE_DIRS BoostPython_LIBRARIES)
-endif ()