Add readme instructions on SageMaker

README.md

@@ -28,11 +28,15 @@ cd falconlite-dev/script
 ./start_falconlite.sh
 ```
 ### Perform inference
-```
+```bash
 # after FalconLite has been completely started
 pip install -r requirements-client.txt
 python falconlite_client.py
 ```
+
+### *New!* Amazon SageMaker Deployment ###
+To deploy FalconLite on SageMaker endpoint, please follow [this notebook](https://github.com/awslabs/extending-the-context-length-of-open-source-llms/blob/main/custom-tgi-ecr/deploy.ipynb).
+
 **Important** - When using FalconLite for inference for the first time, it may require a brief 'warm-up' period that can take 10s of seconds. However, subsequent inferences should be faster and return results in a more timely manner. This warm-up period is normal and should not affect the overall performance of the system once the initialisation period has been completed.
 
 ## Evalution Result ##