diff --git a/docs/apps/clearml_task.md b/docs/apps/clearml_task.md
index 77ebff26..4ec5d9fb 100644
--- a/docs/apps/clearml_task.md
+++ b/docs/apps/clearml_task.md
@@ -87,7 +87,7 @@ errors in identifying the correct default branch.
 ## Usage
 These commands demonstrate a few useful use cases for `clearml-task`.
 
-### Executing Code from a Remote Repository 
+### Executing Code from a Remote Repository
 
 ```bash
 clearml-task --project examples --name remote_test --repo https://github.com/clearml/events.git --branch master --script /webinar-0620/keras_mnist.py --args batch_size=64 epochs=1 --queue default
diff --git a/docs/deploying_clearml/enterprise_deploy/k8s_overview.md b/docs/deploying_clearml/enterprise_deploy/k8s_overview.md
index c2a1b1f5..35618ba5 100644
--- a/docs/deploying_clearml/enterprise_deploy/k8s_overview.md
+++ b/docs/deploying_clearml/enterprise_deploy/k8s_overview.md
@@ -75,7 +75,7 @@ See the [AI Application Gateway installation guide](appgw_install_k8s.md).
 
 Deploy the NVIDIA GPU Operator in order to use Nvidia GPUs in ClearML.
 
-See the [GPU Operator Basic Deployment guide](extra_configs/gpu_operator.md)
+See the [GPU Operator Basic Deployment guide](extra_configs/gpu_operator.md).
 
 ### Fractional GPU Support
 
diff --git a/docs/hyperdatasets/webapp/webapp_datasets_frames.md b/docs/hyperdatasets/webapp/webapp_datasets_frames.md
index 9feacf2e..e7003161 100644
--- a/docs/hyperdatasets/webapp/webapp_datasets_frames.md
+++ b/docs/hyperdatasets/webapp/webapp_datasets_frames.md
@@ -8,8 +8,7 @@ Hyper-Datasets are available under the ClearML Enterprise plan.
 
 View and edit SingleFrames in the Dataset page. After selecting a Hyper-Dataset version, the **Version Browser** shows a sample 
 of frames and enables viewing SingleFrames and FramesGroups, and editing SingleFrames, in the [frame viewer](#frame-viewer). 
-Before opening the frame viewer, you can filter the frames by applying [simple](webapp_datasets_versioning.md#simple-frame-filtering) or [advanced](webapp_datasets_versioning.md#advanced-frame-filtering) 
-filtering logic. 
+Before opening the frame viewer, you can apply [frame filters](webapp_datasets_versioning.md#frame-filtering). 
 
 ![Dataset page](../../img/hyperdatasets/dataset_versions.png#light-mode-only)
 ![Dataset page](../../img/hyperdatasets/dataset_versions_dark.png#dark-mode-only)
@@ -88,7 +87,7 @@ Use frame viewer controls to navigate between frames in a Hyper-Dataset Version,
 
 **To view / edit a frame in the frame editor**
 
-1. Locate your frame by applying a [simple frame filter](webapp_datasets_versioning.md#simple-frame-filtering) or [advanced frame filter](webapp_datasets_versioning.md#advanced-frame-filtering), and clicking **LOAD MORE**, if required.
+1. Locate your frame by applying [filters](webapp_datasets_versioning.md#frame-filtering).
 1. Click the frame thumbnail. The frame editor appears.
 1. Do any of the following:
     * View frame details, including:
diff --git a/docs/hyperdatasets/webapp/webapp_datasets_versioning.md b/docs/hyperdatasets/webapp/webapp_datasets_versioning.md
index 48f584eb..cc6c5901 100644
--- a/docs/hyperdatasets/webapp/webapp_datasets_versioning.md
+++ b/docs/hyperdatasets/webapp/webapp_datasets_versioning.md
@@ -386,9 +386,8 @@ If a FrameGroup doesn't have the selected preview source, the preview displays t
 ## Statistics
 
 The **Statistics** tab allows exploring frame and ROI property distribution across a Hyper-Dataset version:
-1. Query the frames to include in the statistics calculations under **Filter by label**. Use [simple](#simple-frame-filtering) 
-or [advanced](#advanced-frame-filtering) frame filters. If no filter is applied, all frames in the dataset version will 
-be included in the calculation. 
+1. Query the frames to include in the statistics calculations under **Filter by label**. Use [frame filters](#frame-filtering). 
+   If no filter is applied, all frames in the dataset version will be included in the calculation. 
 1. Select the property whose distribution should be calculated 
    * Select the property **Type**:
       * **ROI** - Frame ROI properties (e.g. ROI label, ID, confidence, etc.). This will calculate the distribution of 
diff --git a/docs/release_notes/clearml_server/enterprise/ver_3_23.md b/docs/release_notes/clearml_server/enterprise/ver_3_23.md
index 1d967d64..5592881e 100644
--- a/docs/release_notes/clearml_server/enterprise/ver_3_23.md
+++ b/docs/release_notes/clearml_server/enterprise/ver_3_23.md
@@ -18,7 +18,7 @@ title: Version 3.23
 * Fix UI scalar plots data does not refresh
 * Fix UI dataset Preview tab does not display dataset contents
 * Fix dataset list sometimes disappears in UI Annotation creation modal
-* Fix ‘Failed to fetch history' error displayed unnecessarily in UI Orchestration Dashboard
+* Fix 'Failed to fetch history' error displayed unnecessarily in UI Orchestration Dashboard
 * Add error message when launching multiple UI autoscaler instances with the same worker prefixes
 
 ### Enterprise Server 3.23.1
diff --git a/docs/webapp/applications/apps_aws_autoscaler.md b/docs/webapp/applications/apps_aws_autoscaler.md
index a2630785..950dc886 100644
--- a/docs/webapp/applications/apps_aws_autoscaler.md
+++ b/docs/webapp/applications/apps_aws_autoscaler.md
@@ -147,7 +147,7 @@ and [AWS API Reference: RunInstances](https://docs.aws.amazon.com/AWSEC2/latest/
 
 ![Autoscaler instance launch form](../../img/app_aws_autoscaler_wizard.png)
 
-### Configuration Vault 
+### Configuration Vault
 
 :::important Enterprise Feature
 The Configuration Vault is available under the ClearML Enterprise plan.
diff --git a/docs/webapp/webapp_exp_track_visual.md b/docs/webapp/webapp_exp_track_visual.md
index b81a7daf..8629fd21 100644
--- a/docs/webapp/webapp_exp_track_visual.md
+++ b/docs/webapp/webapp_exp_track_visual.md
@@ -48,7 +48,7 @@ table is not visible when the full screen details view is open. Perform task act
 ![Full screen view](../img/webapp_tracking_33.png#light-mode-only) 
 ![Full screen view](../img/webapp_tracking_33_dark.png#dark-mode-only)
 
-## Execution 
+## Execution
 A task's **EXECUTION** tab of lists the following:
 * Source code
 * Uncommitted changes