updated readme

Author: paul-cb

sagemaker-featurestore/README.md

@@ -1,10 +1,13 @@
-# Amazon SageMake Feature Store
+# Amazon SageMaker Feature Store
 
 ## Introduction to Feature Store
-In feature_store_introduction.ipynb we demonstrate how to get started with Feature Store, create feature groups, and ingest data into them.
+In `feature_store_introduction.ipynb` we demonstrate how to get started with Feature Store, create feature groups, and ingest data into them.
 
-This notebook requires these data sets in `/data/`, `customer.csv`, `orders.csv`, and uses these images, feature-store-policy.png, and feature_store_data_ingest.svg.
+This notebook requires these data sets, `./data/customer.csv`, `./data/orders.csv`, and uses these images, `./images/feature-store-policy.png`, `./images/feature_store_data_ingest.svg`.
 
-For an advanced example on how to use Feature Store for a Fraud Detection use-case, see [Fraud Detection with Feature Store](https://sagemaker-examples.readthedocs.io/en/latest/sagemaker-featurestore/sagemaker_featurestore_fraud_detection_python_sdk.html), and it's associated notebook, sagemaker_featurestore_fraud_detection_python_sdk.ipynb.
 
-For detailed information about Feature Store, see the [Developer Guide](https://docs.aws.amazon.com/sagemaker/latest/dg/feature-store.html).  
+## Fraud Detection with Feature Store
+For an advanced example on how to use Feature Store for a Fraud Detection use-case, see [Fraud Detection with Feature Store](https://sagemaker-examples.readthedocs.io/en/latest/sagemaker-featurestore/sagemaker_featurestore_fraud_detection_python_sdk.html), and it's associated notebook, `sagemaker_featurestore_fraud_detection_python_sdk.ipynb`.
+
+## Developer Guide
+For detailed information about Feature Store, see the [Feature Store Developer Guide](https://docs.aws.amazon.com/sagemaker/latest/dg/feature-store.html).