diff --git a/mlops_stacks/mlops_stacks/README.md b/mlops_stacks/mlops_stacks/README.md
index cd28b5f..e462e9e 100644
--- a/mlops_stacks/mlops_stacks/README.md
+++ b/mlops_stacks/mlops_stacks/README.md
@@ -2,4 +2,12 @@
 
 This directory contains python code, notebooks and ML resource configs related to one ML project.
 
-See the [Project overview](../docs/project-overview.md) for details on code structure of project directory.
\ No newline at end of file
+See the [Project overview](../docs/project-overview.md) for details on code structure of project directory.
+
+## Set up mlops_stacks
+- Create a catalog called `dev` in your workspace (this is pre-defined in `databricks.yml`)
+- Add your workspace url to the host fields in `databricks.yml`
+- For running `databricks run batch_inference_job` first create an input table for inference and add the definiton in `resources/batch-inference-workflow-resource.yml`
+- For development and pull requests
+    - `pip install -r requirements.txt`
+    - Its recommended to create a dev environment with Python 3.10
diff --git a/mlops_stacks/mlops_stacks/resources/batch-inference-workflow-resource.yml b/mlops_stacks/mlops_stacks/resources/batch-inference-workflow-resource.yml
index 6f0cf65..3f713f8 100644
--- a/mlops_stacks/mlops_stacks/resources/batch-inference-workflow-resource.yml
+++ b/mlops_stacks/mlops_stacks/resources/batch-inference-workflow-resource.yml
@@ -6,7 +6,7 @@ new_cluster: &new_cluster
     custom_tags:
       clusterSource: mlops-stack/0.2
 
-permissions: &permissions
+common_permissions: &permissions
   permissions:
     - level: CAN_VIEW
       group_name: users
diff --git a/mlops_stacks/mlops_stacks/resources/ml-artifacts-resource.yml b/mlops_stacks/mlops_stacks/resources/ml-artifacts-resource.yml
index a52f607..7012bf9 100644
--- a/mlops_stacks/mlops_stacks/resources/ml-artifacts-resource.yml
+++ b/mlops_stacks/mlops_stacks/resources/ml-artifacts-resource.yml
@@ -31,7 +31,7 @@ targets:
       
 
 # Allow users to read the experiment 
-permissions: &permissions
+common_permissions: &permissions
   permissions:
     - level: CAN_READ
       group_name: users
diff --git a/mlops_stacks/mlops_stacks/resources/model-workflow-resource.yml b/mlops_stacks/mlops_stacks/resources/model-workflow-resource.yml
index 6400322..ab99406 100644
--- a/mlops_stacks/mlops_stacks/resources/model-workflow-resource.yml
+++ b/mlops_stacks/mlops_stacks/resources/model-workflow-resource.yml
@@ -6,7 +6,7 @@ new_cluster: &new_cluster
     custom_tags:
       clusterSource: mlops-stack/0.2
 
-permissions: &permissions
+common_permissions: &permissions
   permissions:
     - level: CAN_VIEW
       group_name: users