diff --git a/azure-pipelines.yml b/azure-pipelines.yml
index c3815408..787fa327 100644
--- a/azure-pipelines.yml
+++ b/azure-pipelines.yml
@@ -1,9 +1,7 @@
 pool:
   vmImage: 'Ubuntu 16.04'
-#Your build pipeline references a secret variable named ‘sp_username’. Create or edit the build pipeline for this YAML file, define the variable on the Variables tab, and then select the option to make it secret. See https://go.microsoft.com/fwlink/?linkid=865972
-#Your build pipeline references a secret variable named ‘sp_password’. Create or edit the build pipeline for this YAML file, define the variable on the Variables tab, and then select the option to make it secret. See https://go.microsoft.com/fwlink/?linkid=865972
-#Your build pipeline references a secret variable named ‘sp_tenantid’. Create or edit the build pipeline for this YAML file, define the variable on the Variables tab, and then select the option to make it secret. See https://go.microsoft.com/fwlink/?linkid=865972
-#Your build pipeline references a secret variable named ‘subscription_id’. Create or edit the build pipeline for this YAML file, define the variable on the Variables tab, and then select the option to make it secret. See https://go.microsoft.com/fwlink/?linkid=865972
+
+container: dtzar/conda3mlops:latest
 
 variables:
 - group: AzureKeyVaultSecrets
@@ -14,18 +12,6 @@ trigger:
 - develop
 
 steps:
-- task: UsePythonVersion@0
-  inputs:
-    versionSpec: '3.6'
-    architecture: 'x64'   
-
-- task: Bash@3
-  displayName: 'Install Requirements'
-  inputs:
-    targetType: filePath
-    filePath: 'environment_setup/install_requirements.sh'
-    workingDirectory: 'environment_setup'
-
 - script: | 
    az login --service-principal -u $(spidentity) -p $(spsecret) --tenant $(sptenant)
    
diff --git a/environment_setup/Dockerfile b/environment_setup/Dockerfile
new file mode 100644
index 00000000..d199b243
--- /dev/null
+++ b/environment_setup/Dockerfile
@@ -0,0 +1,7 @@
+FROM conda/miniconda3
+
+COPY . /setup
+
+RUN ["apt", "update"]
+RUN apt install gcc -y && pip install -r /setup/requirements.txt
+RUN pip install azure-cli==2.0.65 && pip install --upgrade azureml-sdk[cli]
\ No newline at end of file
diff --git a/environment_setup/docker-image-pipeline.yml b/environment_setup/docker-image-pipeline.yml
new file mode 100644
index 00000000..2ee943f1
--- /dev/null
+++ b/environment_setup/docker-image-pipeline.yml
@@ -0,0 +1,32 @@
+resources:
+- repo: self
+
+queue:
+  name: Hosted Ubuntu 1604
+
+trigger:
+  branches:
+    include:
+    - master
+
+  paths:
+    include:
+    - environment_setup/*
+
+steps:
+
+- task: Docker@2
+  displayName: Login to Docker Hub
+  inputs:
+    command: login
+    containerRegistry: msftDockerHub
+
+- task: Docker@2
+  displayName: 'Build and push an image'
+  inputs:
+    command: buildAndPush
+    repository: dtzar/conda3mlops
+    buildContext: '$(Build.SourcesDirectory)/environment_setup'
+    tags: |
+      $(Build.BuildNumber)
+      latest
\ No newline at end of file