diff --git a/docs.it4i/software/nvidia-cuda-q.md b/docs.it4i/software/nvidia-cuda-q.md
index c1f92306c1eb1d1b86ce85fbe61c697de7f4141b..a90976311c6f1bbfa06c1e7838ff18a0f402c4e6 100644
--- a/docs.it4i/software/nvidia-cuda-q.md
+++ b/docs.it4i/software/nvidia-cuda-q.md
@@ -1,4 +1,4 @@
-# CUDA Quantum for Python on Barbora
+# CUDA Quantum for Python
 
 ## What Is CUDA Quantum?
 
@@ -56,7 +56,7 @@ result = cudaq.sample(kernel)
 
 See the Cuda Quantum PyPI website at [https://pypi.org/project/cuda-quantum/][2].
 
-## Example QNN:
+## Example QNN
 
 In the *qnn_example.py* you find a script that loads FashionMNIST dataset, chooses two data type (shirts and pants), then we create a Neural Network with quantum layer.This network is then trained on our data and later tested on the test dataset. You are free to try it on your own. Download the [QNN example][a] and rename it to `qnn_example.py`.