Edits

docs/clearml_agent/clearml_agent_setup.md

@@ -40,7 +40,7 @@ it can't do that when running from a virtual environment.
     If the setup wizard's response indicates that a configuration file already exists, follow the instructions [here](#adding-clearml-agent-to-a-configuration-file). 
    The wizard does not edit or overwrite existing configuration files.
 
-1. At the command prompt `Paste copied configuration here:`, copy and paste the ClearML credentials and press **Enter**. 
+1. At the command prompt `Paste copied configuration here:`, paste the ClearML credentials and press **Enter**. 
    The setup wizard confirms the credentials. 
         
    ```

docs/clearml_sdk/clearml_sdk_setup.md

@@ -68,7 +68,7 @@ pip install clearml
    The **LOCAL PYTHON** tab shows the data required by the setup wizard (a copy to clipboard action is available on 
    hover).
     
-1. At the command prompt `Paste copied configuration here:`, copy and paste the ClearML credentials.
+1. At the command prompt `Paste copied configuration here:`, paste the ClearML credentials.
    The setup wizard verifies the credentials. 
    ```console
    Detected credentials key="********************" secret="*******"

docs/clearml_sdk/task_sdk.md

@@ -65,6 +65,7 @@ After invoking `Task.init` in a script, ClearML starts its automagical logging,
         * [argparse](../guides/reporting/hyper_parameters.md#argparse-command-line-options)
         * [Python Fire](../integrations/python_fire.md)
         * [LightningCLI](../integrations/pytorch_lightning.md)
+        * [jsonargparse](../integrations/jsonargparse.md)
     * TensorFlow Definitions (`absl-py`)
     * [Hydra](../integrations/hydra.md) - ClearML logs the OmegaConf which holds all the configuration files, as well as values overridden during runtime. 
 * **Models** - ClearML automatically logs and updates the models and all snapshot paths saved with the following frameworks:

docs/deploying_clearml/enterprise_deploy/app_custom.md

@@ -120,8 +120,8 @@ The `wizard` section defines the entries to display in the application instance
     * `model`
     * `queue`
     * `dataset_version`
-  * `display_field` - The field of the source object to display in the list. Usually “name”
+  * `display_field` - The field of the source object to display in the list. Usually "name"
-  * `value_field` - The field of the source object to use for configuring the app instance. Usually “id”
+  * `value_field` - The field of the source object to use for configuring the app instance. Usually "id"
   * `filter` - Allows to limit the choices list by setting a filter on one or more of the object’s fields. See Project Selection example below
 * `target` - Where in the application instance’s task the values will be set. Contains the following:
   * `field` - Either `configuration` or `hyperparams`

docs/deploying_clearml/enterprise_deploy/appgw_install_k8s.md

@@ -68,7 +68,7 @@ tcpSession:
     end:
 ```
 
-Configuration options:
+**Configuration options:**
 
 * `imageCredentials.password`: ClearML DockerHub Access Token.
 * `clearml.apiServerKey`: ClearML server API key.  

docs/hyperdatasets/webapp/webapp_datasets_versioning.md

@@ -145,7 +145,7 @@ filters.
    * Source rule - Query frame source information. Enter a Lucene query of frame metadata fields in the format 
    `sources.<key>:<value>` (can use AND, OR, and NOT operators).
    
-A frame filter can contain a number of rules. For each frame filter, the rules are applied with a logical AND operator. For example, the dataset version in the image below has one filter. “Frame Filter 1” has two rules: 
+A frame filter can contain a number of rules. For each frame filter, the rules are applied with a logical AND operator. For example, the dataset version in the image below has one filter. "Frame Filter 1" has two rules: 
 1. ROI rule - the frame must include an ROI with the `cat` label
 2. Source rule - the frames must be 640 pixels wide. 
 

docs/release_notes/clearml_server/enterprise/ver_3_24.md

@@ -24,7 +24,7 @@ title: Version 3.24
 * Add grouped same-event view to UI "Latest Task Events"
 
 **Bug Fixes**
-* Fix downloaded CSV file of UI “Latest Task Events” missing some events 
+* Fix downloaded CSV file of UI "Latest Task Events" missing some events 
 * Fix access permissions to UI Reports
 * Fix configuration modal of UI application instance displays incorrect values
 * Fix UI Hyper-Dataset frame viewer navigation controls not displaying 

docs/webapp/webapp_overview.md

@@ -18,16 +18,22 @@ The **ClearML Web UI** is the graphical user interface for the ClearML platform,
 The WebApp's sidebar provides access to the following modules:
 
 * <img src="/docs/latest/icons/ico-applications.svg" alt="ClearML Apps" className="icon size-md space-md" />[Applications](applications/apps_overview.md) - ClearML's GUI applications for no-code workflow execution (available in the ClearML Pro and Enterprise plans).
+
 * <img src="/docs/latest/icons/ico-workers.svg" alt="Workers and Queues" className="icon size-md space-md" />[Orchestration](webapp_workers_queues.md) - Autoscaling, resource usage monitoring and allocation management.
+
 * <img src="/docs/latest/icons/ico-model-endpoints.svg" alt="Model endpoints" className="icon size-md space-md" />[Model Endpoints](webapp_model_endpoints.md) - Monitor your live model endpoints. 
+
 * <img src="/docs/latest/icons/ico-side-bar-datasets.svg" alt="Datasets" className="icon size-md space-md" />[Datasets](datasets/webapp_dataset_page.md) - View and manage your datasets.
+
 * <img src="/docs/latest/icons/ico-projects.svg" alt="Projects" className="icon size-md space-md" />[Projects](webapp_projects_page.md) - The main experimentation page. Access your tasks and models as they are organized into projects. The tasks and models are displayed in tables which let you:
+
   * Track ongoing tasks and visualize their results
   * Reproduce previous task runs 
   * Tune task parameter values with no code change
   * Compare tasks and models
   * Share tasks and models with other ClearML hosted service users
   * Create and share rich content [Reports](webapp_reports.md)
+
 * <img src="/docs/latest/icons/ico-pipelines.svg" alt="Pipelines" className="icon size-md space-md" />[Pipelines](pipelines/webapp_pipeline_page.md) - View and manage your pipelines.
 
 ## UI Top Bar