Add SageMaker deployment instructions

README.md

@@ -9,4 +9,19 @@ This repository contains cached neuron compilation artifacts for the most popula
 
 ### LLM models 
 
-For a list of the supported models and configurations, please refer to the inference cache [configuration files](https://huggingface.co/aws-neuron/optimum-neuron-cache/tree/main/inference-cache-config).
+The transparent caching mechanism included in `optimum-neuron` and `NeuronX TGI`, makes it easier to export and deploy cached models to Neuron platforms such as Trainium and Inferentia.
+
+To deploy directly any cached model to SageMaker:
+- go to the model page,
+- select "Deploy" in the top right corner,
+- select "AWS SageMaker" in the drop-down,
+- select the "AWS Inferentia & Trainium" tab,
+- copy the code snippet.
+
+You can now paste the code snippet in your deployment script or notebook, following the instructions in the comment.
+
+To export a model to Neuron and save it locally, please follow the instructions in the `optimum-neuron` [documentation](https://huggingface.co/docs/optimum-neuron/guides/export_model).
+
+For a list of the cached models and configurations, please refer to the inference cache [configuration files](https://huggingface.co/aws-neuron/optimum-neuron-cache/tree/main/inference-cache-config).
+
+Alternatively, you can use the `optimum-cli neuron cache lookup` command to look for a specific model and see the cached configurations.