diff --git a/profiles/base/accounts/group/ml-service b/profiles/base/accounts/group/ml-service
new file mode 100644
index 0000000..e5eaf7e
--- /dev/null
+++ b/profiles/base/accounts/group/ml-service
@@ -0,0 +1,3 @@
+group:ml-service
+gid:20106
+users:chronos,ml-service
diff --git a/profiles/base/accounts/user/ml-service b/profiles/base/accounts/user/ml-service
new file mode 100644
index 0000000..d0c766c
--- /dev/null
+++ b/profiles/base/accounts/user/ml-service
@@ -0,0 +1,6 @@
+user:ml-service
+uid:20106
+gid:20106
+gecos:CrOS Machine Learning service
+home:/dev/null
+shell:/bin/false