diff --git a/README.md b/README.md
index fc8d7d223e45293db294c27db7eb016d2f4d8bca..d476cbea53ee6d4eb7fe5b4350fa129389576de4 100644
--- a/README.md
+++ b/README.md
@@ -20,14 +20,14 @@ visit [this](https://gitlab.version.fz-juelich.de/MLDL_FZJ/MLDL_FZJ_Wiki/wikis/E
 1. [A word regarding the code samples](#1-a-word-regarding-the-code-samples)
 2. [Changes made to support loading of pre-downloaded datasets](#2-changes-made-to-support-loading-of-pre-downloaded-datasets)
 3. [Applying for user accounts on supercomputers](#3-applying-for-user-accounts-on-supercomputers)
-    * [3.1 JURECA and JUWELS](#31-jureca-and-juwels)
+    * [3.1. JURECA and JUWELS](#31-jureca-and-juwels)
     * [3.2. JURON](#32-juron)
 4. [Logging on to the supercomputers](#4-logging-on-to-the-supercomputers)
-    * [4.1.JURECA](#41-jureca)
+    * [4.1. JURECA](#41-jureca)
     * [4.2. JURON](#42-juron)
 5. [Cloning the repository](#5-cloning-the-repository)
     * [5.1. JURECA](#51-jureca)
-    * [5.2. JURONA](#52-juron)
+    * [5.2. JURON](#52-juron)
 6. [Running a sample](#6-running-a-sample)
     * [6.1. JURECA](#61-jureca)
     * [6.2. JURON](#62-juron)