Add Model Deployment overview

docs/deploying_models.md

@@ -0,0 +1,34 @@
+---
+title: Model Deployment
+---
+
+Model deployment is a critical step in the machine learning lifecycle, enabling trained models to be accessible for 
+real-world applications. ClearML provides a comprehensive suite of tools for seamless model deployment, which supports
+features including:
+* Version control
+* Automatic updates 
+* Performance monitoring
+
+ClearML's offerings optimize the deployment process 
+while ensuring scalability and security. The solutions include: 
+* **Model Deployment UI Applications** (available under the Enterprise Plan) - The UI applications simplify deploying models 
+  as network services through secure endpoints, providing an interface for managing deployments--no code required. 
+  See more information about the following applications: 
+  * [vLLM Deployment](webapp/applications/apps_model_deployment.md) 
+  * [Embedding Model Deployment](webapp/applications/apps_embed_model_deployment.md) 
+  * [Llama.cpp Model Deployment](webapp/applications/apps_llama_deployment.md)
+* **Command-line Interface** - `clearml-serving` is a CLI for model deployment and orchestration. 
+  It supports integration with Kubernetes clusters or custom container-based 
+  solutions, offering flexibility for diverse infrastructure setups. 
+  For more information, see [ClearML Serving](clearml_serving/clearml_serving.md).
+
+## Model Endpoint Monitoring 
+All deployed models are displayed in a unified **Model Endpoints** list in the UI. This 
+allows users to monitor endpoint activity and manage deployments from a single location.
+
+For more information, see [Model Endpoints](webapp/webapp_model_endpoints.md).
+
+![Model Endpoints](img/webapp_model_endpoints_monitor.png#light-mode-only)
+![Model Endpoints](img/webapp_model_endpoints_monitor_dark.png#dark-mode-only)
+
+

sidebars.js

@@ -88,7 +88,12 @@ module.exports = {
                     ]
                 },
                 {
-                    "Model Deployment": [
+                    type: 'category',
+                    collapsible: true,
+                    collapsed: true,
+                    label: 'Model Deployment',
+                    link: {type: 'doc', id: 'deploying_models'},
+                    items: [
                         {
                             type: 'category',
                             collapsible: true,