diff --git a/index.md b/index.md
index 0b64113b0911b87c20ae74a0d66a8de4380628b8..8af3c6cc7ad8c75556a70af0e1fabec584149085 100644
--- a/index.md
+++ b/index.md
@@ -523,6 +523,7 @@ git clone https://gitlab.jsc.fz-juelich.de/kesselheim1/sc_venv_template.git
 ```
 - Add this to sc_venv_template/requirements.txt:
 - ```python
+# Add here the pip packages you would like to install on this virtual environment / kernel
 pip
 fastai==2.7.15
 scipy==1.11.1
@@ -530,7 +531,7 @@ matplotlib==3.7.2
 scikit-learn==1.3.1
 pandas==2.0.3
 torch==2.1.2
-accelerate==1.1.1
+accelerate
 ```
 
 - ```bash
diff --git a/public/index.html b/public/index.html
index b391f5aa2d3e3de01b9b21ba2c4e691cd34fe346..546a5a1428124c7db93e03f24c97ba7d3c81064c 100644
--- a/public/index.html
+++ b/public/index.html
@@ -723,14 +723,15 @@ class="sourceCode bash"><code class="sourceCode bash"><span id="cb7-1"><a href="
 <span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="fu">git</span> clone https://gitlab.jsc.fz-juelich.de/kesselheim1/sc_venv_template.git</span></code></pre></div></li>
 <li class="fragment">Add this to sc_venv_template/requirements.txt:</li>
 <li class="fragment"><div class="sourceCode" id="cb8"><pre
-class="sourceCode python"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>pip</span>
-<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>fastai<span class="op">==</span><span class="fl">2.7.15</span></span>
-<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>scipy<span class="op">==</span><span class="fl">1.11.1</span></span>
-<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>matplotlib<span class="op">==</span><span class="fl">3.7.2</span></span>
-<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a>scikit<span class="op">-</span>learn<span class="op">==</span><span class="fl">1.3.1</span></span>
-<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a>pandas<span class="op">==</span><span class="fl">2.0.3</span></span>
-<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a>torch<span class="op">==</span><span class="fl">2.1.2</span></span>
-<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a>accelerate<span class="op">==</span><span class="fl">1.1.1</span></span></code></pre></div></li>
+class="sourceCode python"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Add here the pip packages you would like to install on this virtual environment / kernel</span></span>
+<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>pip</span>
+<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>fastai<span class="op">==</span><span class="fl">2.7.15</span></span>
+<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>scipy<span class="op">==</span><span class="fl">1.11.1</span></span>
+<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a>matplotlib<span class="op">==</span><span class="fl">3.7.2</span></span>
+<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a>scikit<span class="op">-</span>learn<span class="op">==</span><span class="fl">1.3.1</span></span>
+<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a>pandas<span class="op">==</span><span class="fl">2.0.3</span></span>
+<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a>torch<span class="op">==</span><span class="fl">2.1.2</span></span>
+<span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a>accelerate</span></code></pre></div></li>
 <li class="fragment"><div class="sourceCode" id="cb9"><pre
 class="sourceCode bash"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="ex">sc_venv_template/setup.sh</span></span>
 <span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="bu">source</span> sc_venv_template/activate.sh</span></code></pre></div></li>