diff --git a/.github/workflows/build-bake.yaml b/.github/workflows/build-bake.yaml
index be7b55e7..c1c67e11 100644
--- a/.github/workflows/build-bake.yaml
+++ b/.github/workflows/build-bake.yaml
@@ -6,7 +6,7 @@ on:
       - main
       - dev
   pull_request:
-
+  
 name: Release - Build, Test, and Push
 jobs:
   setup:
@@ -374,3 +374,44 @@ jobs:
           snyk-org: ${{ secrets.SNYK_ORG }}
           snyk-token: '${{ secrets.SNYK_TOKEN }}'
 
+  workbench-for-microsoft-azure-ml:
+    needs: [setup]
+    name: Workbench for Microsoft Azure ML
+    runs-on: ubuntu-latest-8x
+
+    concurrency:
+      group: bake-waml-${{ github.ref }}
+      cancel-in-progress: true
+
+    env:
+      target: workbench-for-microsoft-azure-ml
+      GIT_SHA: ${{ needs.setup.outputs.GIT_SHA }}
+
+    steps:
+      - name: Checkout
+        if: github.event_name == 'schedule'
+        uses: actions/checkout@v4
+        with:
+          ref: 'main'
+
+      - name: Checkout
+        if: github.event_name != 'schedule'
+        uses: actions/checkout@v4
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+        id: setup-buildx
+        with:
+          buildkitd-config: ./share/buildkitd.toml
+
+      - name: Build, Test, and Push
+        uses: ./.github/actions/bake-test-push
+        with:
+          target: ${{ env.target }}
+          push-image: ${{ github.ref == 'refs/heads/main' || github.event_name == 'schedule' }}
+          ghcr-token: ${{ secrets.GITHUB_TOKEN }}
+          dockerhub-username: ${{ secrets.DOCKER_HUB_USERNAME }}
+          dockerhub-token: ${{ secrets.DOCKER_HUB_ACCESS_TOKEN }}
+          gcp-json: '${{ secrets.GCP_ARTIFACT_REGISTRY_JSON }}'
+          snyk-org: ${{ secrets.SNYK_ORG }}
+          snyk-token: '${{ secrets.SNYK_TOKEN }}'
diff --git a/.github/workflows/build-manual.yaml b/.github/workflows/build-manual.yaml
index e9ceb46b..2f991774 100644
--- a/.github/workflows/build-manual.yaml
+++ b/.github/workflows/build-manual.yaml
@@ -126,7 +126,7 @@ jobs:
           else
             VERSION="${{ inputs.version }}"
           fi
-
+          
           # Set the appropriate env var
           suffix="_VERSION"
           if [[ "${{ inputs.type }}" == "preview" ]]; then
@@ -134,7 +134,7 @@ jobs:
           elif [[ "${{ inputs.type }}" == "daily" ]]; then
             suffix="_DAILY_VERSION"
           fi
-
+          
           product="${{ inputs.product }}"
           if [[ "$product" == "connect" ]] || [[ "$product" == "connect-content-init" ]] || [[ "$product" == "content-images" ]]; then
             product="CONNECT"
@@ -143,7 +143,7 @@ jobs:
           else
             product="WORKBENCH"
           fi
-
+          
           echo "Setting $product$suffix=$VERSION"
           echo "$product$suffix=$VERSION" >> $GITHUB_ENV
 
diff --git a/.github/workflows/update-readme.yaml b/.github/workflows/update-readme.yaml
index 78a9db22..0e264b21 100644
--- a/.github/workflows/update-readme.yaml
+++ b/.github/workflows/update-readme.yaml
@@ -24,6 +24,7 @@ jobs:
           - {prefix: '', repository: 'content-pro', readme_path: './content/pro/README.md'}
           - {prefix: 'rstudio-', repository: 'package-manager', readme_path: './package-manager/README.md'}
           - {prefix: '', repository: 'r-session-complete', readme_path: './r-session-complete/README.md'}
+          - {prefix: 'rstudio-', repository: 'workbench-for-microsoft-azure-ml', readme_path: './workbench-for-microsoft-azure-ml/README.md'}
 
     steps:
       - name: Check Out Repo
diff --git a/docker-bake.hcl b/docker-bake.hcl
index 6e5e9bc5..090a157e 100644
--- a/docker-bake.hcl
+++ b/docker-bake.hcl
@@ -96,6 +96,7 @@ function get_tags {
 variable BASE_BUILD_MATRIX {
     default = {
         builds = [
+            {os = "ubuntu2204", r_primary = "4.4.1", r_alternate = "4.3.3", py_primary = "3.11.10", py_alternate = "3.10.15"},
             {os = "ubuntu2204", r_primary = "4.4.0", r_alternate = "4.3.3", py_primary = "3.12.1", py_alternate = "3.11.7"},
             {os = "ubuntu2204", r_primary = "4.4.1", r_alternate = "4.3.3", py_primary = "3.12.6", py_alternate = "3.11.10"},
         ]
@@ -191,7 +192,7 @@ variable WORKBENCH_GOOGLE_CLOUD_WORKSTATION_BUILD_MATRIX {
 variable WORKBENCH_MICROSOFT_AZURE_ML_BUILD_MATRIX {
     default = {
         builds = [
-            {os = "ubuntu2204", r_primary = "4.4.1", r_alternate = "4.3.3", py_primary = "3.12.6", py_alternate = "3.11.10"},
+            {os = "ubuntu2204", r_primary = "4.4.1", r_alternate = "4.3.3", py_primary = "3.11.10", py_alternate = "3.10.15"},
         ]
     }
 }
diff --git a/workbench-for-microsoft-azure-ml/Dockerfile.ubuntu2204 b/workbench-for-microsoft-azure-ml/Dockerfile.ubuntu2204
index 9cc5faec..bb6fd765 100644
--- a/workbench-for-microsoft-azure-ml/Dockerfile.ubuntu2204
+++ b/workbench-for-microsoft-azure-ml/Dockerfile.ubuntu2204
@@ -103,8 +103,10 @@ RUN /opt/python/"${PYTHON_VERSION_JUPYTER}"/bin/python -m venv /opt/python/jupyt
 
 ### Install basic data science packages for Python and R ###
 COPY deps/* /
-RUN /opt/python/${PYTHON_VERSION}/bin/python3 -m pip install -r /tmp/py_packages.txt \
+RUN /opt/python/${PYTHON_VERSION}/bin/python3 -m pip install -U pip setuptools wheel \
+    && /opt/python/${PYTHON_VERSION}/bin/python3 -m pip install -r /tmp/py_packages.txt \
     && /opt/python/${PYTHON_VERSION}/bin/python3 -m pip cache purge \
+    && /opt/python/${PYTHON_VERSION_ALT}/bin/python3 -m pip install -U pip setuptools wheel \
     && /opt/python/${PYTHON_VERSION_ALT}/bin/python3 -m pip install -r /tmp/py_packages.txt \
     && /opt/python/${PYTHON_VERSION_ALT}/bin/python3 -m pip cache purge \
     && rm /tmp/py_packages.txt
diff --git a/workbench-for-microsoft-azure-ml/deps/py_packages.txt b/workbench-for-microsoft-azure-ml/deps/py_packages.txt
index 14a2b945..8df3ab80 100644
--- a/workbench-for-microsoft-azure-ml/deps/py_packages.txt
+++ b/workbench-for-microsoft-azure-ml/deps/py_packages.txt
@@ -1,4 +1,4 @@
-azureml
+azureml-sdk
 azureml-core
 azureml-dataset-runtime
 azure-ai-ml