diff --git a/.gitignore b/.gitignore
index 6ee36b0..39a8b5f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -146,4 +146,5 @@ Temporary Items
 node_modules/
 .localstack/
 dbdata/
-s3/
\ No newline at end of file
+s3/
+outputs/
\ No newline at end of file
diff --git a/README.md b/README.md
index ed49b57..9376825 100644
--- a/README.md
+++ b/README.md
@@ -51,6 +51,11 @@ source ~/.bashrc
 MLFLOW_S3_ENDPOINT_URL=http://localhost:9000/mlflow MLFLOW_TRACKING_URI=http://localhost:5000 mlflow run git@github.com:databricks/mlflow-example.git -P alpha=0.5
 ```
 
+Optionally you can run 
+```shell
+MLFLOW_S3_ENDPOINT_URL=http://localhost:9000/mlflow MLFLOW_TRACKING_URI=http://localhost:5000 python ./quickstart/mlflow_tracking.py
+```
+
 8. To make the setting permament move the MLFLOW_S3_ENDPOINT_URL and MLFLOW_TRACKING_URI into your .bashrc
 
 ```bash