Update more/missing type qualifiers to lowercase MkDocs admonitions (#16215)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

docs/en/guides/coral-edge-tpu-on-raspberry-pi.md

@@ -85,7 +85,7 @@ After installing the runtime, you need to plug in your Coral Edge TPU into a USB
 
 To use the Edge TPU, you need to convert your model into a compatible format. It is recommended that you run export on Google Colab, x86_64 Linux machine, using the official [Ultralytics Docker container](docker-quickstart.md), or using [Ultralytics HUB](../hub/quickstart.md), since the Edge TPU compiler is not available on ARM. See the [Export Mode](../modes/export.md) for the available arguments.
 
-!!! exporting the model
+!!! note "Exporting the model"
 
     === "Python"
 
@@ -111,7 +111,7 @@ The exported model will be saved in the `<model_name>_saved_model/` folder with
 
 After exporting your model, you can run inference with it using the following code:
 
-!!! running the model
+!!! note "Running the model"
 
     === "Python"
 
@@ -170,7 +170,7 @@ Make sure to uninstall any previous Coral Edge TPU runtime versions by following
 
 Yes, you can export your Ultralytics YOLOv8 model to be compatible with the Coral Edge TPU. It is recommended to perform the export on Google Colab, an x86_64 Linux machine, or using the [Ultralytics Docker container](docker-quickstart.md). You can also use Ultralytics HUB for exporting. Here is how you can export your model using Python and CLI:
 
-!!! exporting the model
+!!! note "Exporting the model"
 
     === "Python"
 
@@ -212,7 +212,7 @@ For a specific wheel, such as TensorFlow 2.15.0 `tflite-runtime`, you can downlo
 
 After exporting your YOLOv8 model to an Edge TPU-compatible format, you can run inference using the following code snippets:
 
-!!! running the model
+!!! note "Running the model"
 
     === "Python"
 

docs/en/guides/distance-calculation.md

@@ -73,7 +73,7 @@ Measuring the gap between two objects is known as distance calculation within a
         cv2.destroyAllWindows()
         ```
 
-???+ tip "Note"
+???+ note
 
     - Mouse Right Click will delete all drawn points
     - Mouse Left Click can be used to draw points

docs/en/guides/isolating-segmentation-objects.md

@@ -137,7 +137,7 @@ After performing the [Segment Task](../tasks/segment.md), it's sometimes desirab
 
     ### Object Isolation Options
 
-    !!! example ""
+    !!! example
 
         === "Black Background Pixels"
 

docs/en/guides/ros-quickstart.md

@@ -129,7 +129,7 @@ while True:
     rospy.spin()
 ```
 
-??? Example "Complete code"
+??? example "Complete code"
 
     ```python
     import time
@@ -297,7 +297,7 @@ while True:
     rospy.spin()
 ```
 
-??? Example "Complete code"
+??? example "Complete code"
 
     ```python
     import time
@@ -448,7 +448,7 @@ for index, class_id in enumerate(classes):
     o3d.visualization.draw_geometries([pcd])
 ```
 
-??? Example "Complete code"
+??? example "Complete code"
 
     ```python
     import sys

docs/en/guides/security-alarm-system.md

@@ -29,7 +29,7 @@ The Security Alarm System Project utilizing Ultralytics YOLOv8 integrates advanc
 
 #### Set up the parameters of the message
 
-???+ tip "Note"
+???+ note
 
     App Password Generation is necessary