diff --git a/src/twomartens/masterthesis/config.py b/src/twomartens/masterthesis/config.py
index c793ee3..994a56c 100644
--- a/src/twomartens/masterthesis/config.py
+++ b/src/twomartens/masterthesis/config.py
@@ -47,6 +47,10 @@ _CONFIG_PROPS = {
     "Debug": {
         "summaries": (bool, "True"),
         "train_images": (bool, "False")
+    },
+    "Parameters": {
+        "batch_size": (int, "32"),
+        "ssd_image_size": (int, "300")
     }
 }