Final checks.

Author: madeline-underwood

content/learning-paths/smartphones-and-mobile/build-android-selfie-app-using-mediapipe-multimodality/6-flow-data-to-view-1.md

@@ -55,7 +55,7 @@ This `SharedFlow` is initialized with a replay size of `1`. This retains the mos
 
 ## Visualize face and gesture results
 
-To visualize the results of Face Landmark Detection and Gesture Recognition tasks, based on [MediaPipe's samples](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples) follow the intructions in this section.
+To visualize the results of Face Landmark Detection and Gesture Recognition tasks, based on [MediaPipe's samples](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples) follow the instructions in this section.
 
 1. Create a new file named `FaceLandmarkerOverlayView.kt` and copy the content below:
 

content/learning-paths/smartphones-and-mobile/build-android-selfie-app-using-mediapipe-multimodality/7-flow-data-to-view-2.md

@@ -132,7 +132,7 @@ This makes sure each of the three parallel `launch` code sections run in its own
 5. Build and run the app again.
 Now you should see two switches on the bottom of the screen as shown below, which turn on and off while you smile and show thumb-up gestures. Good job!
 
-![indicator UI](images/7/indicator%20ui.png)
+![indicator UI alt-text#center](images/7/indicator%20ui.png "Figure 8: Indicator UI.")
 
 ## Recap on SharedFlow vs StateFlow
 

content/learning-paths/smartphones-and-mobile/build-android-selfie-app-using-mediapipe-multimodality/9-avoid-redundant-requests.md

@@ -87,14 +87,14 @@ You might need to import the `kotlinx.coroutines.delay` function.
 
 {{% notice Note %}}
 
-Furthermore, if you remove the `viewModel.onPhotoCaptureComplete()` to simulate something going wrong upon photo capture, the camera won't become available ever again.
+Furthermore, if you remove the `viewModel.onPhotoCaptureComplete()` to simulate something going wrong during photo capture, the camera will not become available again.
 
 However, silently failing without notifying the user is not a good practice for app development. Error handling is omitted in this learning path only for the sake of simplicity.
 
 {{% /notice %}}
 
-## Further resource for support: entire sample code on GitHub
+## Further resource for support: complete sample code on GitHub
 
-If you run into any difficulties completing this Learning Path, you can check out the [complete sample code](https://github.com/hanyin-arm/sample-android-selfie-app-using-mediapipe-multimodality) and import it into Android Studio.
+If you run into any difficulties completing this Learning Path, you can check out the [complete sample code](https://github.com/hanyin-arm/sample-android-selfie-app-using-mediapipe-multimodality) on GitHub and import it into Android Studio.
 
 If you discover a bug, encounter an issue, or have suggestions for improvement, please feel free to [open an issue](https://github.com/hanyin-arm/sample-android-selfie-app-using-mediapipe-multimodality/issues/new) with detailed information.