doc: General doc fixes

General doc fixes

Signed-off-by: UMA PRASEEDA <uma.praseeda@nordicsemi.no>

Author: umapraseeda

applications/asset_tracker_v2/doc/cloud_module.rst

@@ -98,14 +98,10 @@ For additional documentation on the various FOTA implementations, refer to the r
 
 Full modem FOTA updates are only supported by nRF Cloud.
 This application implements full modem FOTA only for the nRF9160 development kit version 1.0.1 and higher.
-To enable full modem FOTA, add the following parameter to your build command:
-
-``-DOVERLAY_CONFIG=overlay-full_modem_fota.conf``
+To enable full modem FOTA, add the ``-DOVERLAY_CONFIG=overlay-full_modem_fota.conf`` parameter to your build command.
 
 Also, specify your development kit version by appending it to the board name.
-For example, if your development kit version is 1.0.1, use the following board name in your build command:
-
-``nrf9160dk_nrf9160_ns@1_0_1``
+For example, if your development kit version is 1.0.1, use the board name ``nrf9160dk_nrf9160_ns@1_0_1`` in your build command.
 
 Connection awareness
 ====================

applications/machine_learning/README.rst

@@ -13,6 +13,18 @@ It also displays results of the machine learning model on LEDs.
 The Edge Impulse platform collects data from sensors, trains machine learning model, and deploys the model to your Nordic Semiconductor's device.
 To learn more about Edge Impulse support in the |NCS| see :ref:`ug_edge_impulse`.
 
+Requirements
+************
+
+The application supports the following development kits:
+
+.. table-from-sample-yaml::
+
+The available configurations use only built-in sensors or the simulated sensor signal.
+You do not need to connect any additional components to the board.
+
+.. include:: /includes/tfm.txt
+
 Overview
 ********
 
@@ -28,12 +40,12 @@ This approach allows to use any sensor available in Zephyr.
 
 By default, the following sensors are used by the application:
 
-* Thingy:52 - built-in accelerometer (``LIS2DH``).
-* Thingy:53 - built-in accelerometer (``ADXL362``).
-* nRF52840 Development Kit - simulated sensor (:ref:`sensor_sim`).
+* Thingy:52 - Built-in accelerometer (``LIS2DH``).
+* Thingy:53 - Built-in accelerometer (``ADXL362``).
+* nRF52840 Development Kit - Simulated sensor (:ref:`sensor_sim`).
   The simulated sensor generates predefined waves as acceleration.
   This development kit does not have a built-in accelerometer.
-* nRF5340 Development Kit - simulated sensor (:ref:`sensor_sim`).
+* nRF5340 Development Kit - Simulated sensor (:ref:`sensor_sim`).
   The simulated sensor generates predefined waves as acceleration.
   This development kit does not have a built-in accelerometer.
 
@@ -60,10 +72,10 @@ By default, the application uses pretrained machine leaning models deployed in `
 * Both Thingy:52 and Thingy:53 use the `NCS hardware accelerometer machine learning model`_.
   The model uses the data from the built-in accelerometer to recognize the following gestures:
 
-  * ``idle`` - the device is placed on a flat surface.
-  * ``updown`` - the device is moved in updown direction.
-  * ``rotate`` - the device is rotated.
-  * ``tap`` - the device is tapped while placed on a flat surface.
+  * ``idle`` - The device is placed on a flat surface.
+  * ``updown`` - The device is moved in updown direction.
+  * ``rotate`` - The device is rotated.
+  * ``tap`` - The device is tapped while placed on a flat surface.
 
   Unknown gestures, such as shaking the device, are recognized as anomaly.
 * Both the nRF52840 Development Kit and nRF5340 Development Kit use the `NCS simulated sensor machine learning model`_.
@@ -126,18 +138,6 @@ For example, the :ref:`caf_ble_state` and :ref:`caf_ble_adv` modules are not ena
 
 See :ref:`nrf_machine_learning_app_internal_modules` for detailed information about every module used by the nRF Machine Learning application.
 
-Requirements
-************
-
-The application supports the following development kits:
-
-.. table-from-sample-yaml::
-
-The available configurations use only built-in sensors or the simulated sensor signal.
-There is no need to connect any additional components to the board.
-
-.. include:: /includes/tfm.txt
-
 Programming Thingy:52
 =====================
 
@@ -162,7 +162,7 @@ If you build this application for the nRF53 DK, it enables additional features s
 See :ref:`ug_thingy53` for detailed information about the mentioned features.
 
 The nRF53 DK has a J-Link debug IC that can be used to program the firmware.
-Alternatively, firmware can be updated over MCUBoot serial recovery or DFU over-ther-air using Simple Management Protocol over Bluetooth.
+Alternatively, firmware can be updated over MCUBoot serial recovery or DFU over-the-air using Simple Management Protocol over Bluetooth.
 Keep in mind that if you use bootloader to update firmware, the new firmware must be compatible with used bootloader and partition map.
 
 The nRF53 Development Kit uses RTT as logger's backend.
@@ -270,10 +270,10 @@ By default, the application uses the following LED effects:
 
   * If the device is returning the machine learning prediction results, the LED uses following predefined colors:
 
-    * ``rotate`` - red
-    * ``updown`` - green
-    * ``tap`` - blue
-    * Anomaly - purple
+    * ``rotate`` - Red
+    * ``updown`` - Green
+    * ``tap`` - Blue
+    * Anomaly - Purple
 
     If the machine learning model is running, but it has not detected anything yet or the ``idle`` state is detected, the LED is blinking.
     After a successful detection, the LED is set to the predefined color.

applications/matter_weather_station/README.rst

@@ -15,6 +15,26 @@ You can use this application as a reference for creating your own application.
 .. note::
     The Matter protocol is in an early development stage and must be treated as an experimental feature.
 
+Requirements
+************
+
+The application supports the following development kits:
+
+.. table-from-sample-yaml::
+
+To commission the weather station device and control it remotely through a Thread network, you also need a Matter controller device :ref:`configured on PC or smartphone <ug_matter_configuring>`.
+This requires additional hardware depending on your setup.
+The recommended way of getting measurement values is using the mobile Matter controller application that comes with a graphical interface, performs measurements automatically and visualizes the data.
+
+To program a Thingy:53 device where the preprogrammed MCUboot bootloader has been erased, you need the external J-Link programmer.
+If you have an nRF5340 DK that has an onboard J-Link programmer, you can also use it for this purpose.
+
+If the Thingy:53 is programmed with Thingy:53-compatible sample or application, you can also update the firmware using MCUboot's serial recovery or DFU over Bluetooth LE.
+See :ref:`thingy53_app_guide` for details.
+
+.. note::
+    |matter_gn_required_note|
+
 Overview
 ********
 
@@ -68,32 +88,13 @@ If a board has other configuration files, for example associated with partition
 Before you start testing the application, you can select one of the build types supported by Matter weather station application, depending on the building method.
 This application supports the following build types:
 
-* ``debug`` -- Debug version of the application - can be used to enable additional features for verifying the application behavior, such as logs or command-line shell.
-* ``release`` -- Release version of the application - can be used to enable only the necessary application functionalities to optimize its performance.
+* ``debug`` - Debug version of the application. You can use this version to enable additional features for verifying the application behavior, such as logs or command-line shell.
+* ``release`` - Release version of the application. You can use this version to enable only the necessary application functionalities to optimize its performance.
 
 .. note::
     `Selecting a build type`_ is optional.
     The ``debug`` build type is used by default if no build type is explicitly selected.
 
-Requirements
-************
-
-The application supports the following development kits:
-
-.. table-from-sample-yaml::
-
-To commission the weather station device and control it remotely through a Thread network, you also need a Matter controller device :ref:`configured on PC or smartphone <ug_matter_configuring>` (which requires additional hardware depending on which setup you choose).
-The recommended way of getting measurement values is using the mobile Matter controller application that comes with a neat graphical interface, performs measurements automatically and visualizes the data.
-
-To program a Thingy:53 device where the preprogrammed MCUboot bootloader has been erased, you need the external J-Link programmer.
-If you own an nRF5340 DK that has an onboard J-Link programmer, you can also use it for this purpose.
-
-If the Thingy:53 is programmed with Thingy:53-compatible sample or application, then you can also update the firmware using MCUboot's serial recovery or DFU over Bluetooth LE.
-See :ref:`thingy53_app_guide` for details.
-
-.. note::
-    |matter_gn_required_note|
-
 User interface
 **************