diff --git a/doc/upstream-training/source/locale/upstream-training.pot b/doc/upstream-training/source/locale/upstream-training.pot
new file mode 100644
index 00000000..e69de29b
diff --git a/tools/generatepot-training.sh b/tools/generatepot-training.sh
new file mode 100755
index 00000000..9c2789ce
--- /dev/null
+++ b/tools/generatepot-training.sh
@@ -0,0 +1,45 @@
+#!/bin/bash -xe
+
+#
+# Licensed under the Apache License, Version 2.0 (the "License"); you may
+# not use this file except in compliance with the License. You may obtain
+# a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+# License for the specific language governing permissions and limitations
+# under the License.
+
+DOCNAME=upstream-training
+DIRECTORY=doc/${DOCNAME}
+
+if [ -x "$(command -v getconf)" ]; then
+    NUMBER_OF_CORES=$(getconf _NPROCESSORS_ONLN)
+else
+    NUMBER_OF_CORES=2
+fi
+
+# First remove the old pot file, otherwise the new file will contain
+# old references
+
+rm -f ${DIRECTORY}/source/locale/$DOCNAME.pot
+
+# upstream-training contains the HTML and slides contents
+
+sphinx-build -j $NUMBER_OF_CORES -b html -b gettext ${DIRECTORY}/ \
+    ${DIRECTORY}/source/locale/
+sphinx-build -j $NUMBER_OF_CORES -b slides -b gettext ${DIRECTORY}/source/ \
+    ${DIRECTORY}/source/locale/
+
+# Take care of deleting all temporary files so that
+# "git add ${DIRECTORY}/source/locale" will only add the
+# single pot file.
+# Remove UUIDs, those are not necessary and change too often
+msgcat --use-first --sort-by-file ${DIRECTORY}/source/locale/*.pot | \
+    awk '$0 !~ /^\# [a-z0-9]+$/' > ${DIRECTORY}/source/$DOCNAME.pot
+rm  ${DIRECTORY}/source/locale/*.pot
+rm -rf ${DIRECTORY}/source/locale/.doctrees/
+mv ${DIRECTORY}/source/$DOCNAME.pot ${DIRECTORY}/source/locale/$DOCNAME.pot
diff --git a/tox.ini b/tox.ini
index 135e5982..1f6d4034 100644
--- a/tox.ini
+++ b/tox.ini
@@ -102,3 +102,7 @@ commands =
   doc8 doc/training-guides
   # Build slides
   sphinx-build -b slides doc/training-guides/associate-guide/ doc/training-guides/associate-guide/build/slides
+
+[testenv:generatepot-training]
+# Generate POT files for translation
+commands = {toxinidir}/tools/generatepot-training.sh