diff --git a/docs/how_to/magma_install/magma_install.md b/docs/how_to/magma_install/magma_install.md
index e38d62237..7843572c8 100644
--- a/docs/how_to/magma_install/magma_install.md
+++ b/docs/how_to/magma_install/magma_install.md
@@ -4,19 +4,18 @@ Pull content from
 <https://docs.amd.com/bundle/ROCm-Deep-Learning-Guide-v5.4.1/page/Frameworks_Installation.html>
 
 The following sections cover the different framework installations for ROCm and
-Deep Learning applications. Figure 5 provides the sequential flow for the use of
+Deep Learning applications. {numref}`rocm-compat-frameworks-flowchart` provides the sequential flow for the use of
 each framework. Refer to the ROCm Compatible Frameworks Release Notes for each
 framework's most current release notes at
 [/bundle/ROCm-Compatible-Frameworks-Release-Notes/page/Framework_Release_Notes.html](/bundle/ROCm-Compatible-Frameworks-Release-Notes/page/Framework_Release_Notes.html).
 
 
-```{figure} ../../data/how_to/magma_install/image.005.png
----
-scale: 100%
-align: center
----
+:::{figure-md} rocm-compat-frameworks-flowchart
+
+<img src="../../data/how_to/magma_install/image.005.png" alt="ROCm Compatible Frameworks Flowchart">
+
 ROCm Compatible Frameworks Flowchart
-```
+:::
 
 ## PyTorch