diff --git a/.gitignore b/.gitignore
index 8bcf4f9..cbc4c79 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,6 +2,7 @@
 build*
 3rdparty/LatentSDK*
 3rdparty/pittpatt*
+scripts/results
 
 ### Generic ###
 *.log
diff --git a/scripts/trainFaceRecognition-MEDS.sh b/scripts/trainFaceRecognition-MEDS.sh
new file mode 100755
index 0000000..6f9bf60
--- /dev/null
+++ b/scripts/trainFaceRecognition-MEDS.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+if [ ! -f trainFaceRecognition-MEDS.sh ]; then
+  echo "Run this script from the scripts folder!"
+  exit
+fi
+
+rm -f ../share/openbr/models/algorithms/FaceRecognitionHoG
+
+br -algorithm FaceRecognitionHoG -path ../data/MEDS/img -train ../data/MEDS/sigset/MEDS_frontal_all.xml ../share/openbr/models/algorithms/FaceRecognitionHoG