diff --git a/docs/fundamentals/projects.md b/docs/fundamentals/projects.md
index 0b590dc6..295594f7 100644
--- a/docs/fundamentals/projects.md
+++ b/docs/fundamentals/projects.md
@@ -46,7 +46,7 @@ Projects can also be created using the [`projects.create`](../references/api/pro
### View All Projects in System
-To view all projects in the system, use the [`Task.get_projects()`](../references/sdk/task.md#taskgetprojects) class method:
+To view all projects in the system, use the [`Task.get_projects()`](../references/sdk/task.md#taskget_projects) class method:
```python
project_list = Task.get_projects()
diff --git a/docs/img/apps_embedding_model_deployment.png b/docs/img/apps_embedding_model_deployment.png
index f8c11d01..cf0c7780 100644
Binary files a/docs/img/apps_embedding_model_deployment.png and b/docs/img/apps_embedding_model_deployment.png differ
diff --git a/docs/img/apps_model_deployment.png b/docs/img/apps_model_deployment.png
index bccb3811..b05132f0 100644
Binary files a/docs/img/apps_model_deployment.png and b/docs/img/apps_model_deployment.png differ
diff --git a/docs/webapp/applications/apps_overview.md b/docs/webapp/applications/apps_overview.md
index 81ae4133..7522a0e2 100644
--- a/docs/webapp/applications/apps_overview.md
+++ b/docs/webapp/applications/apps_overview.md
@@ -13,20 +13,20 @@ Use ClearML's GUI Applications to manage ML workloads and automatically run your
Configure and launch app instances, then track their execution from the app dashboard.
ClearML provides the following applications:
-* General: Applications for automating and optimizing workflows, and monitoring project performance.
+* **General**: Applications for automating and optimizing workflows, and monitoring project performance.
* [**Hyperparameter Optimization**](apps_hpo.md) - Find the parameter values that yield the best performing models
* **Nvidia Clara** - Train models using Nvidia's Clara framework
* [**Project Dashboard**](apps_dashboard.md) - High-level project monitoring with Slack alerts
* [**Task Scheduler**](apps_task_scheduler.md) - Schedule tasks for one-shot and/or periodic execution at specified times (available under ClearML Enterprise Plan)
* [**Trigger Manager**](apps_trigger_manager.md) - Define tasks to be run when predefined events occur (available under ClearML Enterprise Plan)
-* AI Dev: Applications for deploying AI development environments on remote machines.
+* **AI Dev**: Applications for deploying AI development environments on remote machines.
* [**Jupyter Lab**](apps_jupyter_lab.md) - Launch a Jupyter Lab session on a remote machine (available under ClearML Enterprise Plan)
* [**VS Code**](apps_vscode.md) - Launch a VS Code session on a remote machine (available under ClearML Enterprise Plan)
-* UI Dev: Applications for deploying user interfaces for models.
+* **UI Dev**: Applications for deploying user interfaces for models.
* [**Gradio Launcher**](apps_gradio.md) - Create visual web interfaces for your models with Gradio (available under ClearML Enterprise Plan)
* [**Streamlit Launcher**](apps_streamlit.md) - Create visual web interfaces for your models with Streamlit (available under ClearML Enterprise Plan)
-* Deploy: Applications for deploying machine learning models as scalable, secure services.
- * [**Embedding Model Deployment**](apps_embed_model_deployment.md) Deploy embedding models as networking services over a secure endpoint (available under ClearML Enterprise Plan)
+* **Deploy**: Applications for deploying machine learning models as scalable, secure services.
+ * [**Embedding Model Deployment**](apps_embed_model_deployment.md) - Deploy embedding models as networking services over a secure endpoint (available under ClearML Enterprise Plan)
* [**Model Deployment**](apps_model_deployment.md) - Deploy LLM models as networking services over a secure endpoint (available under ClearML Enterprise Plan)
:::info Autoscalers
diff --git a/docs/webapp/webapp_exp_track_visual.md b/docs/webapp/webapp_exp_track_visual.md
index 1952e625..9f744138 100644
--- a/docs/webapp/webapp_exp_track_visual.md
+++ b/docs/webapp/webapp_exp_track_visual.md
@@ -270,7 +270,7 @@ Scalar series are presented in a line chart. To see the series for a metric in h
view it in full screen mode by hovering over the graph and clicking
.
:::info Full Screen Refresh
-Scalar graphs in full screen mode do not auto-refresh. Click
+Scalar graphs in full screen mode do not auto-refresh. Click
to update the graph.
:::