diff --git a/docs/faq.md b/docs/faq.md
index 17293626..ac6aa69c 100644
--- a/docs/faq.md
+++ b/docs/faq.md
@@ -533,7 +533,7 @@ and accuracy values of several experiments.
 In an experiment comparison page, under the **HYPER PARAMETERS** tab, you can view the experiments' hyperparameter values 
 in relation to a specific metric (e.g. accuracy) in a parallel coordinates plot. 
 
-The image below show a parallel coordinates plot which displays the values of selected hyperparameters (`base_lr`, 
+The image below shows a parallel coordinates plot which displays the values of selected hyperparameters (`base_lr`, 
 `batch_size`, and `number_of_epochs`) and a performance metric (`accuracy`) of three experiments. 
 
 ![Parallel Coordinates](img/clearml_faq_screenshots/compare_parallel_coordinates.png)
diff --git a/docs/getting_started/video_tutorials/quick_introduction.md b/docs/getting_started/video_tutorials/quick_introduction.md
index f64eab47..a15a873b 100644
--- a/docs/getting_started/video_tutorials/quick_introduction.md
+++ b/docs/getting_started/video_tutorials/quick_introduction.md
@@ -18,21 +18,20 @@ title: Quick Introduction
 <details className="cml-expansion-panel info">
 <summary className="cml-expansion-panel-summary">Read the transcript</summary>
 <div className="cml-expansion-panel-content">
-        
+
 ClearML is an open source MLOPS platform.
 
-It's essentially a toolbox stuffed with everything you'll need to go from experimentation to production.
+It's essentially a toolbox stuffed with everything you'll need to go from experimentation to production:
 
-There's a fully fledged experiment manager that can log, compare and automatically reproduce any experiment you do, 
-        
-a data versioning tool that can track changes to your data sets and makes them easily accessible to anyone on any machine.
-
-Orchestrate pipelines from code.
-
-Run hyper parameter optimization and auto scale remote workers on AWS, GCP and Azure.
+* There's a fully fledged experiment manager that can log, compare, and automatically reproduce any experiment you do 
+* A data versioning tool that can track changes to your datasets and makes them easily accessible to anyone on any machine
+* Orchestrate pipelines from code
+* Run hyperparameter optimization
+* and auto scale remote workers on AWS, GCP and Azure.
 
 Doesn't matter if you're starting small or already in production, there's always a ClearML tool that can make your life easier.
 
-Start for free at app.clear.ml or host your own server from our Github page.
+Start for free at app.clear.ml or host your own server from our GitHub page.
+
 </div>
 </details>
diff --git a/docs/hyperdatasets/webapp/webapp_annotator.md b/docs/hyperdatasets/webapp/webapp_annotator.md
index 62fcdc5b..0356f4af 100644
--- a/docs/hyperdatasets/webapp/webapp_annotator.md
+++ b/docs/hyperdatasets/webapp/webapp_annotator.md
@@ -81,8 +81,8 @@ To draw a new annotation
    Each click sets polygon vertices on the frame. Click again on the initial vertex to close the polygon.
      
     * <img src="/docs/latest/icons/ico-keypoint-icon-purple.svg" alt="Key points mode icon" className="icon size-md space-sm" /> - Key points mode: 
-   Each click adds a keypoint to the frame. After clicking the last keypoint, click  <img src="/docs/latest/icons/ico-save.svg" alt="Check mark" className="icon size-md space-sm" /> or 
-   `Enter` to save the annotation. Click `Esc` to cancel the annotation.
+   Each click adds a keypoint to the frame. After clicking the last keypoint, click  <img src="/docs/latest/icons/ico-save.svg" alt="Check mark" className="icon size-md space-sm" /> 
+   or <code>Enter</code> to save the annotation. Click <code>Esc</code> to cancel the annotation.
 
     A new annotation is created. 
 
diff --git a/docs/hyperdatasets/webapp/webapp_datasets_frames.md b/docs/hyperdatasets/webapp/webapp_datasets_frames.md
index fed21726..c3602113 100644
--- a/docs/hyperdatasets/webapp/webapp_datasets_frames.md
+++ b/docs/hyperdatasets/webapp/webapp_datasets_frames.md
@@ -294,8 +294,8 @@ To draw a new annotation:
    Each click sets polygon vertices on the frame. Click again on the initial vertex to close the polygon. 
     
     * <img src="/docs/latest/icons/ico-keypoint-icon-purple.svg" alt="Key points mode icon" className="icon size-md space-sm" /> - Key points mode: 
-   Each click adds a keypoint to the frame. After clicking the last keypoint, click  <img src="/docs/latest/icons/ico-save.svg" alt="Check mark" className="icon size-md space-sm" /> or 
-   `Enter` to save the annotation. Click `Esc` to cancel the annotation.
+   Each click adds a keypoint to the frame. After clicking the last keypoint, click  <img src="/docs/latest/icons/ico-save.svg" alt="Check mark" className="icon size-md space-sm" /> 
+   or <code>Enter</code> to save the annotation. Click <code>Esc</code> to cancel the annotation.
 
     A new annotation is created. 
 
diff --git a/docs/img/faq_server_versions.png b/docs/img/faq_server_versions.png
index 7c1d1ddc..634d62ae 100644
Binary files a/docs/img/faq_server_versions.png and b/docs/img/faq_server_versions.png differ