diff --git a/docs/guides/pipeline/pipeline_controller.md b/docs/guides/pipeline/pipeline_controller.md
index 7b181c4e..264c292e 100644
--- a/docs/guides/pipeline/pipeline_controller.md
+++ b/docs/guides/pipeline/pipeline_controller.md
@@ -48,7 +48,7 @@ The sections below describe in more detail what happens in the controller task a
    pipe.set_default_execution_queue('default')
    ```
    
-1. Build the pipeline (see [PipelineController.add_step](../../references/sdk/automation_controller_pipelinecontroller.md#add_step) 
+1. Build the pipeline (see [`PipelineController.add_step`](../../references/sdk/automation_controller_pipelinecontroller.md#add_step) 
    method for complete reference):
 
    The pipeline's [first step](#step-1---downloading-the-data) uses the pre-existing task 
diff --git a/docs/guides/services/aws_autoscaler.md b/docs/guides/services/aws_autoscaler.md
index c86f6467..62486d48 100644
--- a/docs/guides/services/aws_autoscaler.md
+++ b/docs/guides/services/aws_autoscaler.md
@@ -17,7 +17,7 @@ Run the ClearML AWS autoscaler in one of these ways:
 * Launch through your [`services` queue](../../clearml_agent.md#services-mode)
 
 :::note Default AMI
-The autoscaler services uses by default the `NVIDIA Deep Learning AMI v20.11.0-46a68101-e56b-41cd-8e32-631ac6e5d02b` AMI.
+The autoscaler service uses by default the `NVIDIA Deep Learning AMI v20.11.0-46a68101-e56b-41cd-8e32-631ac6e5d02b` AMI.
 :::
 
 ### Running the Script
@@ -78,9 +78,9 @@ When the script runs, a configuration wizard prompts for instance details and bu
    Use spot instances? [y/N]: y
    Select availability zone ['us-east-1b']:
    Select the Amazon Machine Image id ['ami-07c95cafbb788face']:
-   Enter the Amazon EBS device ['/dev/xvda']:
+   Enter the Amazon EBS device ['/dev/sda1']:
    Enter the Amazon EBS volume size (in GiB) [100]:
-   Enter the Amazon EBS volume type ['gp2']:
+   Enter the Amazon EBS volume type ['gp3']:
    ```
    
    Name the instance type that was configured. Later in the configuration, use this name to create the budget.
diff --git a/docs/img/apps_overview_page.png b/docs/img/apps_overview_page.png
index 2bec3aa6..c7b11a32 100644
Binary files a/docs/img/apps_overview_page.png and b/docs/img/apps_overview_page.png differ
diff --git a/docs/img/webapp_model_scalars.png b/docs/img/webapp_model_scalars.png
index 7aeb83f3..28fb8e93 100644
Binary files a/docs/img/webapp_model_scalars.png and b/docs/img/webapp_model_scalars.png differ