spelling fixes

content/learning-paths/cross-platform/pytorch-digit-classification-arch-training/_next-steps.md

@@ -4,7 +4,7 @@
 # ================================================================================
 
 next_step_guidance: >
-   To continue exploring Maching Learning, you can now learn about using Keras Core with TensorFlow, PyTorch, and JAX backends.
+   To continue exploring Machine Learning, you can now learn about using Keras Core with TensorFlow, PyTorch, and JAX backends.
 
 # 1-3 sentence recommendation outlining how the reader can generally keep learning about these topics, and a specific explanation of why the next step is being recommended.
 

content/learning-paths/cross-platform/pytorch-digit-classification-arch-training/intro.md

@@ -11,7 +11,7 @@ layout: "learningpathall"
 
 Meta AI have designed an Open Source deep learning framework called PyTorch, that is now part of the Linux Foundation.
 
-PyTorch provides a flexible and efficient platform for building and training neural networks. It has a dynamic computational graph that allows users to modify the architecture during runtime, making debugging and experimentation easier, and therefore makes it popular amongst developers.
+PyTorch provides a flexible and efficient platform for building and training neural networks. It has a dynamic computational graph that allows users to modify the architecture during runtime, making debugging and experimentation easier, and therefore makes it popular among developers.
 
 PyTorch provides a more flexible, user-friendly deep learning framework that reduces the limitations of static computational graphs found in earlier tools, such as TensorFlow. 
 

content/learning-paths/servers-and-cloud-computing/mongodb/mongodb_configuration.md

@@ -74,7 +74,7 @@ setParameter:
 - **port:** 27017 is the port used for replica sets
 - **maxIncomingConnections:** The maximum number of incoming connections supported by MongoDB
 
-**setParameter:** Addtional options
+**setParameter:** Additional options
 - **diagnosticDataCollectionDirectorySizeMB:** 400 is based on the docs.
 - **honorSystemUmask:** Sets read and write permissions only to the owner of new files
 - **lockCodeSegmentsInMemory:** Locks code into memory and prevents it from being swapped.

content/learning-paths/smartphones-and-mobile/profiling-ml-on-arm/_review.md

@@ -20,7 +20,7 @@ review:
             - "No."
         correct_answer: 1                   
         explanation: >
-            Yes, Android Studio has a built-in profiler that can be used to monitor the memory usage of your application, amongst other functions.
+            Yes, Android Studio has a built-in profiler that can be used to monitor the memory usage of your application, among other functions.
 
     - questions:
         question: >