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diff --git a/docs/sections/arm_virtual_hardware.md b/docs/sections/arm_virtual_hardware.md
index dcd5534..23c21c4 100644
--- a/docs/sections/arm_virtual_hardware.md
+++ b/docs/sections/arm_virtual_hardware.md
@@ -2,13 +2,15 @@
- [Overview](./arm_virtual_hardware.md#overview)
- [Getting started](./arm_virtual_hardware.md#getting-started)
+ - [Useful Links](./arm_virtual_hardware.md#useful-links)
## Overview
-Arm® Virtual Hardware is an accurate representation of a physical System on Chip and runs as a simple application in a Linux environment for easy
-scalability in the cloud and removes dependency from silicon availability. Powered by Amazon Web Services (AWS), developers can launch Amazon Machine Image
-(AMI) running as a virtual server in the cloud. The Arm Virtual Hardware is configured with the Corstone™-300 MPS3 based Fixed Virtual Platform (FVP),
-compiler and other tools.
+Arm® Virtual Hardware is an accurate representation of a physical System on Chip and runs as a simple application in a
+Linux environment for easy scalability in the cloud and removes dependency from silicon availability.
+Powered by Amazon Web Services (AWS), developers can launch Amazon Machine Image
+(AMI) running as a virtual server in the cloud. The Arm Virtual Hardware is configured with the Corstone™-300 MPS3
+based Fixed Virtual Platform (FVP), compiler and other tools.
### Getting started
@@ -19,19 +21,21 @@ To take advantage of Arm Virtual Hardware, you would need to have an AWS account
3. Subscribe to the Arm Virtual Hardware Amazon Machine Image.
4. Launch the AWS instance.
-
- To access the Arm Virtual Hardware AWS instance via ssh, accept the prompt to generate a *.pem* key while creating the instance or add it later.
- You can then access the AWS instance over ssh: `$ ssh -i <mykey.pem> ubuntu@<ec2-ip-address>`.
+ To access the Arm Virtual Hardware AWS instance via ssh, accept the prompt to generate a *.pem* key
+ while creating the instance or add it later.
+ You can then access the AWS instance over ssh: `$ ssh -i <mykey.pem> ubuntu@<ec2-ip-address>`.
It may be necessary to change the permissions for mykey.pem with `$ chmod 400 mykey.pem`.
-
### Useful Links
-Note that you can register to receive free AWS credits to use Arm Virtual Hardware from [here](https://www.arm.com/company/contact-us/virtual-hardware).
+
+Note that you can register to receive free AWS credits to use Arm Virtual Hardware from
+[here](https://www.arm.com/company/contact-us/virtual-hardware).
You can find more information about Arm Virtual Hardware [here](https://arm-software.github.io/VHT/main/overview/html/index.html).
-Once you have access to the AWS instance, we recommend starting from the [quick start guide](../quick_start.md#Quick-start-example-ML-application) in order to get familiar
+Once you have access to the AWS instance, we recommend starting from the
+[quick start guide](../quick_start.md#Quick-start-example-ML-application) in order to get familiar
with the ml-embedded-evaluation-kit. Note that on the AWS instance, the FVP is available under `/opt/FVP_Corstone_SSE-300`.
In order to view the FVP window when launching on the AWS instance a VNC is required.
-See relevant section [here](https://aws.amazon.com/premiumsupport/knowledge-center/ec2-linux-2-install-gui/). \ No newline at end of file
+See relevant section [here](https://aws.amazon.com/premiumsupport/knowledge-center/ec2-linux-2-install-gui/).