Update 05_downloading_and_optimizing_afm45b.md

Added note formatting.

Author: madeline-underwood

content/learning-paths/servers-and-cloud-computing/arcee-foundation-model-on-aws/05_downloading_and_optimizing_afm45b.md

@@ -8,7 +8,8 @@ layout: learningpathall
 
 In this step, you’ll download the [AFM-4.5B](https://huggingface.co/arcee-ai/AFM-4.5B) model from Hugging Face, convert it to the GGUF format for compatibility with `llama.cpp`, and generate quantized versions to optimize memory usage and improve inference speed.
 
-**Note: if you want to skip the model optimization process, [GGUF](https://huggingface.co/arcee-ai/AFM-4.5B-GGUF) versions are available.**
+{{% notice Note %}}
+If you want to skip the model optimization process, [GGUF](https://huggingface.co/arcee-ai/AFM-4.5B-GGUF) versions are available. {{% /notice %}}
 
 Make sure to activate your virtual environment before running any commands. The instructions below walk you through downloading and preparing the model for efficient use on AWS Graviton4.