diff --git a/docs/Setup.md b/docs/Setup.md
index d94aa6d..63e2f7b 100644
--- a/docs/Setup.md
+++ b/docs/Setup.md
@@ -1,9 +1,63 @@
-# Setup
+# Setup Steps
+## Step 1. The main Resource Group
+Get `Owner` or `Contributor` access to a Resource Group from your __admin__. This is where you will create the workspace and other required resources.
 
-Complete the following steps
+or
 
-##### 1. [Setup Prerequsites](Prerequisites.md)
+Create a Resource Group on Azure (preferably with just letters and numbers)
+## Step 2. Get and set the Repo
+1. Fork this repo
+2. Clone it to your machine
+3. Navigate to `mlops\common\Variables.yml` and change the `RESOURCE_GROUP` to the resource group you created in step 1
+## 3. Check services on the subscription
+Check if ACI(Azure Container Instance) service is registered in your subscription: Try executing the command from the Cloud Shell in the portal. Instructions [here](https://docs.microsoft.com/en-us/azure/cloud-shell/quickstart).
+    If you dont have access, ask your __admin__.
 
-##### 2. [Setup Azure Devops Project](SetupAzureDevops.md) 
+    `az provider show -n Microsoft.ContainerInstance -o table`
 
-[Optional step] [Setup Local Development Environment](SetupLocalDevEnvironment.md):  Not needed for this workshop. However do it if you would like to change the code and test it locally.
+    if not registered, run the below command (you need to be the subscription owner in order to execute this command successfully)
+
+    `az provider register -n Microsoft.ContainerInstance`
+    
+    If you dont have access, ask your __admin__.
+
+## 4. Create an AD Service Account for an Application (Will be DevOps in a later Stage)
+* On this link: https://docs.microsoft.com/en-us/azure/active-directory/develop/howto-create-service-principal-portal, follow the steps in the following sections: 
+* Create an Azure Active Directory application
+* Assign the application to a role
+    * Note: MAKE SURE ITS AN OWNER, NOT A CONTRIBUTOR
+* Get values for signing in
+    * Note, grab the Application (client) ID, and the Directory (tenant) ID
+* Create a new application secret
+    * Note it down with the Application ID and Tenant ID in previous step.  You will need all 3 in 
+
+
+
+## Step 5. DevOps Account
+1. If you don't have Azure DevOps account, [create](https://dev.azure.com) one
+
+2. Login to Azure Devops -> Enable preview feature called `Multi Stage Pipeline`. Instructions [here](https://docs.microsoft.com/en-us/azure/devops/project/navigation/preview-features?view=azure-devops).
+3. Create a project from the devops portal (top right of the portal). If you have trouble then refer to [docs](https://docs.microsoft.com/en-us/azure/devops/organizations/projects/create-project?view=azure-devops)
+4. Create Azure Resource Manager Service connection. This is needed for azure devops to connect to your subscription and create/manage resources.
+
+    Go to `project settings` in bottom left of devops portal & select `Service Connections` and setup a Resource Manager connection. You have few options:
+    * If you have `Contributor` or `Owner` access to the `Subscription` or a `Resource Group`
+        * Select `Service Principal (Automatic)`
+        * Select the scope of your choice (ideally select `Subscription` as scope and specific `Resource group`) 
+        * Name of this Connection should be `AzureResourceManagerConnection`. Leave this checked `Allow all pipelines to use this connection`.
+
+5. The following step is needed for additional security for the prediction service that we will deploy. Inorder to treat the service endpoint URI and API key as `secret` in the devops pipeline, create a variable group:
+    1. In Azure Devops leftnav, navigate to `Pipeline` -> `Library`. Create a new `Variable group` by clicking `+ Variable`. Name it `MLOPSVG`
+    2. Open the group and select `Allow access to all pipelines`
+    3. Add two new variables `TMP_API_KEY` and `TMP_SCORING_URI`. For the values enter any value e.g. `dummy`. Click the `Lock` icon in the value to mark it `Secret`.
+    4. Add the following variables:
+        * RESOURCE_GROUP -> Resource 
+        * SP_APP_ID -> Application (Client) ID
+        * SP_APP_SECRET -> Secret
+        * SUBSCRIPTION_ID -> Your subscription ID
+        * TENANT_ID -> Directory (Tenant) ID
+
+`Save` the changes to the Variable group
+
+
+And you're done!
\ No newline at end of file
diff --git a/mlops/recipes/IaC/ProvisionMLWorkspace.yml b/mlops/recipes/IaC/ProvisionMLWorkspace.yml
index 736a0c1..3855ebe 100644
--- a/mlops/recipes/IaC/ProvisionMLWorkspace.yml
+++ b/mlops/recipes/IaC/ProvisionMLWorkspace.yml
@@ -6,7 +6,7 @@ pool:
   vmImage: 'ubuntu-latest'
 
 variables:
-  - template: ../recipes/common/Variables.yml
+  - template: ../../recipes/common/Variables.yml
 
 stages:
   - stage: CreateEnvironment
@@ -30,7 +30,7 @@ stages:
     displayName: "Create Azure ML compute & AKS clusters"
     jobs:
       # Provision Azure ML compute cluster
-      - template: ../recipes/IaC/ProvisionAMLComputeCluster.yml
+      - template: ../../recipes/IaC/ProvisionAMLComputeCluster.yml
         parameters:
           rm_service_connection: '${{ variables.RM_SERVICE_CONNECTION }}'
           workspace: '${{ variables.WORKSPACE }}'
@@ -39,7 +39,7 @@ stages:
           aml_compute_cluster: '${{ variables.AML_COMPUTE_CLUSTER }}'
 
       # Provision AKS cluster
-      - template: ../recipes/IaC/ProvisionAKSCluster.yml
+      - template: ../../recipes/IaC/ProvisionAKSCluster.yml
         parameters:
           rm_service_connection: '${{ variables.RM_SERVICE_CONNECTION }}'
           workspace: '${{ variables.WORKSPACE }}'