diff --git a/_episodes/01-cluster.md b/_episodes/01-cluster.md
index 7709b8f9..e53cec78 100644
--- a/_episodes/01-cluster.md
+++ b/_episodes/01-cluster.md
@@ -35,7 +35,7 @@ that are provisioned to users on demand or as needed.
 
 *Cluster* is a more specific term describing a type of supercomputer comprised of multiple smaller computers (nodes) working together. Almost all supercomputers are clusters.
 
-![NeSI-HPC-Facility](https://github.com/user-attachments/assets/fb2ca699-9c94-440c-a2e3-eeb2086eed31)
+![NeSI-HPC-Facility](../fig/NeSI-HPC-Facility.jpg)
 
 ## Access
 
diff --git a/_episodes/064-parallel.md b/_episodes/064-parallel.md
index 483ebaa1..48c3b4f9 100644
--- a/_episodes/064-parallel.md
+++ b/_episodes/064-parallel.md
@@ -76,7 +76,7 @@ GPUs can be requested using `--gpus-per-node=<gpu_type>:<gpu_number>`
 
 Depending on the GPU type, we *may* also need to specify a partition using `--partition`.
 
-<!-- > ## GPU Job Example
+## GPU Job Example
 >
 > Create a new script called `gpu-job.sl`
 >
@@ -133,7 +133,7 @@ Depending on the GPU type, we *may* also need to specify a partition using `--pa
 > > ```
 > > {: .output}
 > {: .solution}
-{: .challenge} -->
+{: .challenge}
 
 ### Job Array
 
diff --git a/fig/NeSI-HPC-Facility.jpg b/fig/NeSI-HPC-Facility.jpg
new file mode 100644
index 00000000..73ff84f8
Binary files /dev/null and b/fig/NeSI-HPC-Facility.jpg differ