[DOCS][Edu] Formatting fixes

Author: wiwaszko-intel

education-ai-suite/smart-classroom/docs/user-guide/application-flow.md

@@ -2,64 +2,65 @@
 
 This documentation provides the end-to-end flow of the application, helps you initiate the setup, and guides you in observing and validating the results.
 
-*Application can be initiated either by using **Upload Files** or by clicking **Start Recording**.This documentation will guide you with upload files.*
+The application can be initiated either by using **Upload Files** or by clicking **Start Recording**. This documentation will guide you with upload files.
 
-## 1) Upload Files
+## Step 1: Upload Files
 
-By clicking any one of the upload file buttons, will open a modal for audio and video files inputs
+Clicking any one of the upload file buttons will open a modal for audio and video files inputs.
 
-**Base Directory Path should be folder path of video files (user should manually add/copy the path)**
+> **Note:** Base Directory Path should be folder path of video files (user should manually add/copy the path).
 
-Audio → *.mp3 or .wav or .m4a* \
-Video → *.mp4*
+Accepted file formats:
 
-<p>
-  <img src="../user-guide/_assets/uploadbutton.png" width="45%" />
-  <img src="../user-guide/_assets/uploadmodal.png" width="45%" />
-</p>
+- Audio: *.mp3 or .wav or .m4a*
+- Video: *.mp4*
 
-**After successful upload click Apply&Start Processing** \
-*Note: Search is enabled only after content segmentation*
+![upload button](../user-guide/_assets/uploadbutton.png)
+![upload modal](../user-guide/_assets/uploadmodal.png)
 
-## 2) Audio Analysis and Video Streaming
+**After successful upload click Apply & Start Processing**
+
+> **Note:** Search is enabled only after content segmentation.
+
+## Step 2: Audio Analysis and Video Streaming
 
 Application will start transcription after analyzing the audio and videos will get stream parallelly as below.
 
-### Right Panel:
-**Configuration Metrics** - Deatails about the platform and software configuration along with performance metrics of summarization\
-**Resource Utilization** - Live monitoring of CPU, GPU, NPU, Memory and Power Utilization \
-**Class Engagement** - Statistics of student engagement and speaker's timeline during the class (real-time) \
-**Pre-Validated Models** - Shows the models being used for transcription and summarization
+### Right Panel
 
+- **Configuration Metrics** - Details about the platform and software configuration along with performance metrics of summarization
+- **Resource Utilization** - Live monitoring of CPU, GPU, NPU, Memory and Power Utilization
+- **Class Engagement** - Statistics of student engagement and speaker's timeline during the class (real-time)
+- **Pre-Validated Models** - Shows the models being used for transcription and summarization
 
 ![Uploaded Files Processing](./_assets/processing.png)
 
-## 3) Tabs Switch
-
-User can switch between tabs as shown below
+## Step 3: Tabs Switch
 
-The Room View toggle allows the user to switch between full audio–video mode and audio-only mode. When disabled, the video component is hidden and only the audio panel remains visible.
+The user can switch between tabs as shown below.
 
 ![Tabs Switch](./_assets/tabs-switch.png)
 
-## 4) Transcription and Speaker Timeline
+The Room View toggle allows the user to switch between full audio–video mode and audio-only mode. When disabled, the video component is hidden and only the audio panel remains visible.
+
+## Step 4: Transcription and Speaker Timeline
 
-*Once Teacher is identified, labels are updated accordingly*
+*Once the Teacher is identified, labels are updated accordingly*
 
 ![Transcription and Speaker Timeline](./_assets/label-updated.png)
 
-## 5) Content-Segmentation
+## Step 5: Content-Segmentation
 
 *After mindmap is generated and video processing completed, Content segmentation starts and video playback is enabled for video search*
 
-Audio+Video -> content segmentation is enabled after mindmap is generated and video processing completed 
+- Audio+Video: content segmentation is enabled after the MindMap is generated and video processing completed.
 
 ![Content segmentation](./_assets/content-segmentation.png)
 
-## 6) Final State
+## Step 6: Final State
 
-Audio → After transcription and post summary, MindMap gets generated \
-Video → After video Processing playbackMode is enabled and based on the topic-search the results are shown \
-VideoSearch -> Based on search results the video timeline is highlighted on the respective time-stamps of topic
+- Audio: After transcription and post summary, MindMap gets generated
+- Video: After video Processing playbackMode is enabled and based on the topic-search the results are shown
+- VideoSearch: Based on search results the video timeline is highlighted on the respective time-stamps of topic
 
 ![Uploaded Files Processing](./_assets/search.png)

education-ai-suite/smart-classroom/docs/user-guide/how-it-works.md

@@ -1,4 +1,3 @@
-
 # How It Works
 
 This section provides a high-level view of how the application processes audio input and integrates with a modular backend architecture.

education-ai-suite/smart-classroom/docs/user-guide/release-notes.md

@@ -22,4 +22,4 @@ In this release, the **Smart Classroom** application is added. It is an extensib
 
 ### Documentation and Source Code
 
-- <https://github.com/open-edge-platform/edge-ai-suites/tree/main/education-ai-suite>
+- [GitHub](https://github.com/open-edge-platform/edge-ai-suites/tree/main/education-ai-suite)