removing NOTE about actions in augmented_cols

README.md

@@ -46,8 +46,6 @@ The scripts in this package leverage the configuration files saved in the [`conf
 
 The library comes with a default configuration set in [`conf/config.yaml`](conf/config.yaml).
 
-> NOTE: Be sure to add your actions to the `augmented_cols` instead of `inputs` in the data config file located at `conf/data`.
-
 ```bash
 python ddm_trainer.py
 ```
@@ -185,4 +183,4 @@ or contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any addi
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 ## Trademarks
-This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.
+This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.