Update README.md

Author: chris-m-schmidt

README.md

@@ -8,7 +8,7 @@ View the [ML Model Creation Flow](https://github.com/looker-open-source/app-ml-a
 
 **Additional configuration is required after installation. A Looker Admin should complete the application configuration using the Installation Instructions below.**
 
-Report bugs or features requests with [this form](https://docs.google.com/forms/d/e/1FAIpQLSd97ptoU3TUuasZeFjSBHT9FQiyrDzjHUm7NTspEjz5kwNSAA/viewform). Contact [[email protected]](mailto:[email protected]) with questions or comments.
+Report bugs or feature requests with [this form](https://docs.google.com/forms/d/e/1FAIpQLSd97ptoU3TUuasZeFjSBHT9FQiyrDzjHUm7NTspEjz5kwNSAA/viewform). Contact [[email protected]](mailto:[email protected]) with questions or comments.
 
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@@ -63,7 +63,7 @@ The application is designed for users with access to Explores and SQL Runner in
   - `use_sql_runner`
 
 We recommend creating a new Looker role to easily manage user access to the application and guarantee users have the required permissions above.
-  - Create a new Looker model set named `ml_accelerator` containing the LookML model `ml_accelerator`
-  - Create a new Looker permission set named `ml_accelerator` containing all the permisions in the [default User permission set](https://cloud.google.com/looker/docs/admin-panel-users-roles#default_permission_sets) AND the `use_sql_runner` permission
-  - Create a new Looker role named `ml_accelerator` using the new model and permission set
-  - Assign the `ml_accelerator` role to Looker users and groups
+  - Create a new Looker model set named `ML Accelerator` containing the LookML model `ml_accelerator`
+  - Create a new Looker permission set named `ML Accelerator` containing all the permisions in the [default User permission set](https://cloud.google.com/looker/docs/admin-panel-users-roles#default_permission_sets) AND the `use_sql_runner` permission
+  - Create a new Looker role named `ML Accelerator` using the new model and permission set
+  - Assign the `ML Accelerator` role to Looker users and groups