Add file names

Author: annietllnd

content/learning-paths/embedded-and-microcontrollers/edge/program-and-deployment.md

@@ -33,7 +33,7 @@ The libray should be of the form `Name_of_your_library_inferencing.h`
 
 # Code walk-through
 
-In the example repository, you will find a code snippet which is used as a sketch for the project. Before running the code, it’s important to understand what each part does.
+In the example repository, you will find a code snippet `Code_Sample.ino`, which is used as a sketch for the project. Before running the code, it’s important to understand what each part does.
 
 Take a few minutes to read through the comments and logic in the sketch before uploading it to your board. The code is available in the example repository, and below is a walk-through of the steps.
 

content/learning-paths/embedded-and-microcontrollers/edge/software-edge-impulse.md

@@ -147,7 +147,7 @@ Review these metrics to determine if the model is learning effectively. If neede
 
 ![example image alt-text#center](images/15.png "Figure 12. Model Performance")
 
-You can also use the pre-trained model from the example repository.
+You can also use the pre-trained model in the `ei-edge-ai-tutorials-arduino-1.0.1.zip` archive, from the example repository.
 
 ### Final Step: Deploying the Model