Update release-notes.md, as PM / SME requested . . .

Author: fbsolo-ms1

articles/machine-learning/data-science-virtual-machine/release-notes.md

@@ -22,6 +22,28 @@ Azure portal users can find the latest image available for provisioning the Data
 
 Visit the [list of known issues](reference-known-issues.md) to learn about known bugs and workarounds.
 
+## June 28, 2024
+
+Image Version: 24.06.10
+
+SDK Version: 1.56.0
+
+Issue fixed: Compute Instance 20.04 image build with SDK 1.56.0
+
+Major: Image Version: 24.06.10
+
+- SDK（azureml-core):1.56.0
+- Python:3.9
+- CUDA: 12.2
+- CUDnn==9.1.1
+- Nvidia Driver: 535.171.04
+- PyTorch: 1.13.1
+- TensorFlow: 2.15.0
+- autokeras==1.0.16
+- keras=2.15.0
+- ray==2.2.0
+- docker version==24.0.9-1
+
 ## June 17, 2024
 
 [Data Science Virtual Machine - Windows 2022](https://azuremarketplace.microsoft.com/marketplace/apps/microsoft-dsvm.dsvm-win-2022?tab=Overview)