diff --git a/doc.zih.tu-dresden.de/docs/jobs_and_resources/hpcda.md b/doc.zih.tu-dresden.de/docs/jobs_and_resources/hpcda.md
index 7130ae469c0b07ad0b2d7c2ae9ca5547f6d26bcd..d7bdec9afe83de27488e712b07e5fd5bdbcfcd17 100644
--- a/doc.zih.tu-dresden.de/docs/jobs_and_resources/hpcda.md
+++ b/doc.zih.tu-dresden.de/docs/jobs_and_resources/hpcda.md
@@ -60,7 +60,7 @@ Additional hardware:
 - [Tensorflow on Jupyter notebook](../software/tensorflow_on_jupyter_notebook.md)
 - Create and run your own TensorFlow container for HPC-DA (Power9) (todo: no link at all in old compendium)
 - [TensorFlow on x86](../software/deep_learning.md)
-- [PyTorch on HPC-DA (Power9)](../software/py_torch.md)
+- [PyTorch on HPC-DA (Power9)](../software/pytorch.md)
 - [Python on HPC-DA (Power9)](../software/python.md)
 - [JupyterHub](../access/jupyterhub.md)
 - [R on HPC-DA (Power9)](../software/data_analytics_with_r.md)
diff --git a/doc.zih.tu-dresden.de/docs/software/get_started_with_hpcda.md b/doc.zih.tu-dresden.de/docs/software/get_started_with_hpcda.md
index 0def8ec2f64d9b48aa49ad72a66345138cca8928..29d39d3223dd2699abebe1514f8a2f34097ff5be 100644
--- a/doc.zih.tu-dresden.de/docs/software/get_started_with_hpcda.md
+++ b/doc.zih.tu-dresden.de/docs/software/get_started_with_hpcda.md
@@ -283,7 +283,7 @@ Several Tensorflow and PyTorch examples for the Jupyter notebook have been prepa
 simple tasks and models which will give you an understanding of how to work with ML frameworks and
 JupyterHub. It could be found as the [attachment] **todo** %ATTACHURL%/machine_learning_example.py
 in the bottom of the page. A detailed explanation and examples for TensorFlow can be found
-[here](tensorflow_on_jupyter_notebook.md). For the Pytorch - [here](py_torch.md).  Usage information
+[here](tensorflow_on_jupyter_notebook.md). For the Pytorch - [here](pytorch.md).  Usage information
 about the environments for the JupyterHub could be found [here](../access/jupyterhub.md) in the chapter
 *Creating and using your own environment*.
 
diff --git a/doc.zih.tu-dresden.de/docs/software/py_torch.md b/doc.zih.tu-dresden.de/docs/software/pytorch.md
similarity index 100%
rename from doc.zih.tu-dresden.de/docs/software/py_torch.md
rename to doc.zih.tu-dresden.de/docs/software/pytorch.md
diff --git a/doc.zih.tu-dresden.de/mkdocs.yml b/doc.zih.tu-dresden.de/mkdocs.yml
index 0ef5d87c71d70f533a139547c774d322b8d82a4a..cf0a7483bb9df2007143cd9f0d5da85a5df9e540 100644
--- a/doc.zih.tu-dresden.de/mkdocs.yml
+++ b/doc.zih.tu-dresden.de/mkdocs.yml
@@ -53,7 +53,7 @@ nav:
       - Keras: software/keras.md
       - Dask: software/dask.md
       - Power AI: software/power_ai.md
-      - PyTorch: software/py_torch.md
+      - PyTorch: software/pytorch.md
       - Apache Spark, Apache Flink, Apache Hadoop: software/big_data_frameworks.md
     - SCS5 Migration Hints: software/scs5_software.md
     - Virtual Machines: software/virtual_machines.md