diff --git a/images.CI/azure-pipelines/image-generation.yml b/images.CI/azure-pipelines/image-generation.yml
new file mode 100644
index 00000000..332f34ad
--- /dev/null
+++ b/images.CI/azure-pipelines/image-generation.yml
@@ -0,0 +1,69 @@
+# Ideally we would use GitHub Actions for this, but since we use self-hosted machines to run image builds
+# we need the following features to use GitHub Actions for Images CI:
+# - https://github.community/t5/GitHub-Actions/Make-secrets-available-to-builds-of-forks/m-p/30678#M508
+# - https://github.community/t5/GitHub-Actions/GitHub-Actions-Manual-Trigger-Approvals/td-p/31504
+# - https://github.community/t5/GitHub-Actions/Protecting-github-workflows/td-p/30290
+
+jobs:
+- job:
+  pool: ci-agent-pool
+  timeoutInMinutes: 600
+  variables:
+  - group: Image Generation Variables
+
+  steps:
+  - task: PowerShell@2
+    displayName: 'Download custom repository'
+    condition: and(ne(variables['CUSTOM_REPOSITORY_URL'], ''), ne(variables['CUSTOM_REPOSITORY_BRANCH'], ''))
+    inputs:
+      targetType: 'inline'
+      script: |
+        Write-Host "Clean up default repository"
+        Remove-Item -path './*' -Recurse -Force
+        Write-Host "Download $(CUSTOM_REPOSITORY_BRANCH) branch from $(CUSTOM_REPOSITORY_URL)"
+        $env:GIT_REDIRECT_STDERR = '2>&1'
+        git clone $(CUSTOM_REPOSITORY_URL) . -b $(CUSTOM_REPOSITORY_BRANCH) --single-branch --depth 1
+
+  - task: PowerShell@2
+    displayName: 'Build VM'
+    inputs:
+      targetType: filePath
+      filePath: ./images.CI/build-image.ps1
+      arguments: -ResourcesNamePrefix $(Build.BuildId) `
+                        -ClientId $(CLIENT_ID) `
+                        -ClientSecret $(CLIENT_SECRET) `
+                        -Image ${{ parameters.image_type }} `
+                        -ResourceGroup $(AZURE_RESOURCE_GROUP) `
+                        -StorageAccount $(AZURE_STORAGE_ACCOUNT) `
+                        -SubscriptionId $(AZURE_SUBSCRIPTION) `
+                        -TenantId $(AZURE_TENANT) `
+                        -Location $(AZURE_LOCATION) `
+                        -VirtualNetworkName $(BUILD_AGENT_VNET_NAME) `
+                        -VirtualNetworkRG $(BUILD_AGENT_VNET_RESOURCE_GROUP) `
+                        -VirtualNetworkSubnet $(BUILD_AGENT_SUBNET_NAME) `
+                        -GitHubFeedToken $(GITHUB_TOKEN)
+
+  - task: PowerShell@2
+    displayName: 'Create release for VM deployment'
+    inputs:
+      targetType: filePath
+      filePath: ./images.CI/create-release.ps1
+      arguments: -BuildId $(Build.BuildId) `
+                        -Organization $(RELEASE_TARGET_ORGANIZATION) `
+                        -DefinitionId $(RELEASE_TARGET_DEFINITION_ID) `
+                        -Project $(RELEASE_TARGET_PROJECT) `
+                        -ImageName ${{ parameters.image_type }} `
+                        -AccessToken $(RELEASE_TARGET_TOKEN)
+
+  - task: PowerShell@2
+    displayName: 'Clean up resources'
+    condition: always()
+    inputs:
+      targetType: filePath
+      filePath: ./images.CI/cleanup.ps1
+      arguments: -ResourcesNamePrefix $(Build.BuildId) `
+                     -ClientId $(CLIENT_ID) `
+                     -ClientSecret $(CLIENT_SECRET) `
+                     -Image ${{ parameters.image_type }} `
+                     -SubscriptionId $(AZURE_SUBSCRIPTION) `
+                     -TenantId $(AZURE_TENANT)
\ No newline at end of file
diff --git a/images.CI/azure-pipelines/ubuntu1604.yml b/images.CI/azure-pipelines/ubuntu1604.yml
new file mode 100644
index 00000000..8f6dcef2
--- /dev/null
+++ b/images.CI/azure-pipelines/ubuntu1604.yml
@@ -0,0 +1,19 @@
+schedules:
+- cron: "0 0 * * *"
+  displayName: Daily
+  branches:
+    include:
+    - master
+  always: true
+
+trigger: none
+pr:
+  autoCancel: true
+  branches:
+    include:
+    - master
+
+jobs:
+- template: image-generation.yml
+  parameters:
+    image_type: ubuntu1604
\ No newline at end of file
diff --git a/images.CI/azure-pipelines/ubuntu1804.yml b/images.CI/azure-pipelines/ubuntu1804.yml
new file mode 100644
index 00000000..998ba42e
--- /dev/null
+++ b/images.CI/azure-pipelines/ubuntu1804.yml
@@ -0,0 +1,19 @@
+schedules:
+- cron: "0 0 * * *"
+  displayName: Daily
+  branches:
+    include:
+    - master
+  always: true
+
+trigger: none
+pr:
+  autoCancel: true
+  branches:
+    include:
+    - master
+
+jobs:
+- template: image-generation.yml
+  parameters:
+    image_type: ubuntu1804
\ No newline at end of file
diff --git a/images.CI/azure-pipelines/windows2016.yml b/images.CI/azure-pipelines/windows2016.yml
new file mode 100644
index 00000000..667b30bd
--- /dev/null
+++ b/images.CI/azure-pipelines/windows2016.yml
@@ -0,0 +1,19 @@
+schedules:
+- cron: "0 0 * * *"
+  displayName: Daily
+  branches:
+    include:
+    - master
+  always: true
+
+trigger: none
+pr:
+  autoCancel: true
+  branches:
+    include:
+    - master
+
+jobs:
+- template: image-generation.yml
+  parameters:
+    image_type: Windows2016-Azure
\ No newline at end of file
diff --git a/images.CI/azure-pipelines/windows2019.yml b/images.CI/azure-pipelines/windows2019.yml
new file mode 100644
index 00000000..508fa12b
--- /dev/null
+++ b/images.CI/azure-pipelines/windows2019.yml
@@ -0,0 +1,19 @@
+schedules:
+- cron: "0 0 * * *"
+  displayName: Daily
+  branches:
+    include:
+    - master
+  always: true
+
+trigger: none
+pr:
+  autoCancel: true
+  branches:
+    include:
+    - master
+
+jobs:
+- template: image-generation.yml
+  parameters:
+    image_type: Windows2019-Azure
\ No newline at end of file
diff --git a/images.CI/build-image.ps1 b/images.CI/build-image.ps1
new file mode 100644
index 00000000..54748e41
--- /dev/null
+++ b/images.CI/build-image.ps1
@@ -0,0 +1,60 @@
+param(
+    [String] [Parameter (Mandatory=$true)] $Image,
+    [String] [Parameter (Mandatory=$true)] $ClientId,
+    [String] [Parameter (Mandatory=$true)] $ClientSecret,
+    [String] [Parameter (Mandatory=$true)] $GitHubFeedToken,
+    [String] [Parameter (Mandatory=$true)] $ResourcesNamePrefix,
+    [String] [Parameter (Mandatory=$true)] $Location,
+    [String] [Parameter (Mandatory=$true)] $ResourceGroup,
+    [String] [Parameter (Mandatory=$true)] $StorageAccount,
+    [String] [Parameter (Mandatory=$true)] $SubscriptionId,
+    [String] [Parameter (Mandatory=$true)] $TenantId,
+    [String] [Parameter (Mandatory=$true)] $VirtualNetworkName,
+    [String] [Parameter (Mandatory=$true)] $VirtualNetworkRG,
+    [String] [Parameter (Mandatory=$true)] $VirtualNetworkSubnet
+)
+
+$TemplatePath = (Get-ChildItem -Path "images" -Include "$Image.json" -Recurse -Depth 2).FullName
+if (-not $TemplatePath)
+{
+    Write-Error "'-Image' parameter is not valid. You have to specify correct image type."
+    exit 1
+}
+
+$TempResourceGroupName = "${ResourcesNamePrefix}_${Image}"
+$InstallPassword = [System.GUID]::NewGuid().ToString().ToUpper()
+
+packer validate -syntax-only $TemplatePath
+
+$SensitiveData = @(
+    'OSType',
+    'StorageAccountLocation',
+    'OSDiskUri',
+    'OSDiskUriReadOnlySas',
+    'TemplateUri',
+    'TemplateUriReadOnlySas',
+    ':  ->'
+)
+
+Write-Host "Build $Image VM"
+packer build    -var "capture_name_prefix=$ResourcesNamePrefix" `
+                -var "client_id=$ClientId" `
+                -var "client_secret=$ClientSecret" `
+                -var "install_password=$InstallPassword" `
+                -var "github_feed_token=$GitHubFeedToken" `
+                -var "location=$Location" `
+                -var "resource_group=$ResourceGroup" `
+                -var "storage_account=$StorageAccount" `
+                -var "subscription_id=$SubscriptionId" `
+                -var "temp_resource_group_name=$TempResourceGroupName" `
+                -var "tenant_id=$TenantId" `
+                -var "virtual_network_name=$VirtualNetworkName" `
+                -var "virtual_network_resource_group_name=$VirtualNetworkRG" `
+                -var "virtual_network_subnet_name=$VirtualNetworkSubnet" `
+                $TemplatePath `
+        | Where-Object {
+            #Filter sensitive data from Packer logs
+            $currentString = $_
+            $sensitiveString = $SensitiveData | Where-Object { $currentString -match $_ }
+            $sensitiveString -eq $null
+        }
\ No newline at end of file
diff --git a/images.CI/cleanup.ps1 b/images.CI/cleanup.ps1
new file mode 100644
index 00000000..00050d55
--- /dev/null
+++ b/images.CI/cleanup.ps1
@@ -0,0 +1,21 @@
+param(
+    [String] [Parameter (Mandatory=$true)] $Image,
+    [String] [Parameter (Mandatory=$true)] $ResourcesNamePrefix,
+    [String] [Parameter (Mandatory=$true)] $ClientId,
+    [String] [Parameter (Mandatory=$true)] $ClientSecret,
+    [String] [Parameter (Mandatory=$true)] $SubscriptionId,
+    [String] [Parameter (Mandatory=$true)] $TenantId
+)
+
+az login --service-principal --username $ClientId --password $ClientSecret --tenant $TenantId | Out-Null
+
+$TempResourceGroupName = "${ResourcesNamePrefix}_${Image}"
+
+$groupExist = az group exists --name $TempResourceGroupName --subscription $SubscriptionId | Out-Null
+if ($groupExist -eq "true") {
+    Write-Host "Found a match, deleting temporary files"
+    az group delete --name $TempResourceGroupName --subscription $SubscriptionId --yes | Out-Null
+    Write-Host "Temporary group was deleted succesfully" -ForegroundColor Green
+} else {
+    Write-Host "No temporary groups found"
+}
\ No newline at end of file
diff --git a/images.CI/create-release.ps1 b/images.CI/create-release.ps1
new file mode 100644
index 00000000..72d0db4e
--- /dev/null
+++ b/images.CI/create-release.ps1
@@ -0,0 +1,31 @@
+param(
+    [UInt32] [Parameter (Mandatory)] $BuildId,
+    [String] [Parameter (Mandatory)] $Organization,
+    [String] [Parameter (Mandatory)] $Project,
+    [String] [Parameter (Mandatory)] $ImageName,
+    [String] [Parameter (Mandatory)] $DefinitionId,
+    [String] [Parameter (Mandatory)] $AccessToken
+)
+
+$Body = @{
+    definitionId = $DefinitionId
+    variables = @{
+      ImageBuildId = @{
+        value = $BuildId
+      }
+      ImageName = @{
+        value = $ImageName
+      }
+    }
+    isDraft = "false"
+} | ConvertTo-Json -Depth 3
+
+$URL = "https://vsrm.dev.azure.com/$Organization/$Project/_apis/release/releases?api-version=5.1"
+$base64AuthInfo = [Convert]::ToBase64String([Text.Encoding]::ASCII.GetBytes("'':${AccessToken}"))
+$headers = @{
+    Authorization = "Basic ${base64AuthInfo}"
+}
+
+$NewRelease = Invoke-RestMethod $URL -Body $Body -Method "POST" -Headers $headers -ContentType "application/json"
+
+Write-Host "Created release: $($NewRelease._links.web.href)"
\ No newline at end of file