diff --git a/.github/workflows/workshop_cd.yml b/.github/workflows/workshop_cd.yml
index df3e7214..75ee7402 100644
--- a/.github/workflows/workshop_cd.yml
+++ b/.github/workflows/workshop_cd.yml
@@ -42,8 +42,8 @@ jobs:
       - name: Run deployment
         uses: ./.github/actions/aml-endpoint-deploy
         with:
-          resourceGroup: azureml #setup replace azureml with the name of your resource group in Azure
-          workspaceName: ws01ent #setup replace ws01ent with the name of your workspace in Azure
+          resourceGroup: mlops-rg-1129868 #setup replace azureml with the name of your resource group in Azure
+          workspaceName: aml1129868 #setup replace ws01ent with the name of your workspace in Azure
           endpointFile: src/workshop/core/scoring/endpoint.yml
           deploymentFile: src/workshop/core/scoring/deployment.yml
           modelVersion: latest
@@ -51,14 +51,14 @@ jobs:
       - name: Test deployment
         uses: ./.github/actions/aml-endpoint-test
         with:
-          resourceGroup: azureml #setup replace azureml with the name of your resource group in Azure
-          workspaceName: ws01ent #setup replace ws01ent with the name of your workspace in Azure
+          resourceGroup: mlops-rg-1129868 #setup replace azureml with the name of your resource group in Azure
+          workspaceName: aml1129868 #setup replace ws01ent with the name of your workspace in Azure
           endpointFile: src/workshop/core/scoring/endpoint.yml
           requestFile: src/workshop/core/scoring/scoring_test_request.json
   
       - name: Swap deployment
         uses: ./.github/actions/aml-endpoint-swap
         with:
-          resourceGroup: azureml #setup replace azureml with the name of your resource group in Azure
-          workspaceName: ws01ent #setup replace ws01ent with the name of your workspace in Azure
-          endpointFile: src/workshop/core/scoring/endpoint.yml
\ No newline at end of file
+          resourceGroup: mlops-rg-1129868 #setup replace azureml with the name of your resource group in Azure
+          workspaceName: aml1129868 #setup replace ws01ent with the name of your workspace in Azure
+          endpointFile: src/workshop/core/scoring/endpoint.yml
diff --git a/.github/workflows/workshop_ci.yml b/.github/workflows/workshop_ci.yml
index 66a2799a..1b853d82 100644
--- a/.github/workflows/workshop_ci.yml
+++ b/.github/workflows/workshop_ci.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Install az ml & set default values for AML
         run: | #setup: provide group, workspace and location
           az extension add -n ml -y --version 2.2.1
-          az configure --defaults group=azureml workspace=ws01ent location=westus2
+          az configure --defaults group=mlops-rg-1129868 workspace=aml1129868 location=eastus
       - name: run training and model validation
         run: |
          az ml job create -s -f src/workshop/core/pipelines/training_pipeline.yml
diff --git a/.github/workflows/workshop_unit_test.yml b/.github/workflows/workshop_unit_test.yml
index fe6dcd59..b7bee88a 100644
--- a/.github/workflows/workshop_unit_test.yml
+++ b/.github/workflows/workshop_unit_test.yml
@@ -31,7 +31,7 @@ jobs:
       - name: Install AZ ML and tools
         run: | # SETUP line 34 to point to your own AML workspace
           az extension add -n ml -y --version 2.2.1
-          az configure --defaults group=azureml workspace=ws01ent location=westus2
+          az configure --defaults group=mlops-rg-1129868 workspace=aml1129868 location=eastus
       - name: Run Feature Engineering
         uses: ./.github/actions/aml-job-create
         with:
diff --git a/src/workshop/core/scoring/deployment.yml b/src/workshop/core/scoring/deployment.yml
index 29c3500c..be483db1 100644
--- a/src/workshop/core/scoring/deployment.yml
+++ b/src/workshop/core/scoring/deployment.yml
@@ -1,6 +1,6 @@
 $schema: https://azuremlschemas.azureedge.net/latest/managedOnlineDeployment.schema.json
 name: green
-endpoint_name: mlops-workshop-endpoint #setup replace `mlops-workshop-endpoint` with your own endpoint name defined in endpoint.yml
+endpoint_name: riya-workshop-endpoint-1129868 #setup replace `mlops-workshop-endpoint` with your own endpoint name defined in endpoint.yml
 model: azureml:nyc_fare_prediction:1
 code_configuration:
   code: ./
diff --git a/src/workshop/core/scoring/endpoint.yml b/src/workshop/core/scoring/endpoint.yml
index 611e0721..af4e89e6 100644
--- a/src/workshop/core/scoring/endpoint.yml
+++ b/src/workshop/core/scoring/endpoint.yml
@@ -1,3 +1,3 @@
 $schema: https://azuremlschemas.azureedge.net/latest/managedOnlineEndpoint.schema.json
-name: mlops-workshop-endpoint #setup replace `mlops-workshop-endpoint` with your own endpoint name. It has to be globally unique
+name: riya-workshop-endpoint-1129868 #setup replace `mlops-workshop-endpoint` with your own endpoint name. It has to be globally unique
 auth_mode: key
diff --git a/src/workshop/core/training/ml_training.py b/src/workshop/core/training/ml_training.py
index 6f59dcdd..c85b8ad5 100644
--- a/src/workshop/core/training/ml_training.py
+++ b/src/workshop/core/training/ml_training.py
@@ -43,7 +43,7 @@ def createClassModel(algo_name, catg, nums):
         #---------------------------------------------
         #setup: Update alpha value
         #---------------------------------------------
-        model = Ridge(alpha=100000)  #setup
+        model = Ridge(alpha=100)  #setup
     elif algo_name == 'random_forest':
         model = RandomForestRegressor()
     else:
@@ -100,4 +100,4 @@ def main(args):
     # parse args
     args = parse_args()
     # run main function
-    main(args)
\ No newline at end of file
+    main(args)
diff --git a/src/workshop/data/linear_regression.joblib b/src/workshop/data/linear_regression.joblib
index 52e4e858..dd6b4f50 100644
Binary files a/src/workshop/data/linear_regression.joblib and b/src/workshop/data/linear_regression.joblib differ