From aea74aeac8ad711c8d4c589f076bb95a7819c009 Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Thu, 16 Jul 2026 09:44:52 +0530
Subject: [PATCH 01/17] Update tutorials-get-started-notebooks-train-model.yml

---
 .../workflows/tutorials-get-started-notebooks-train-model.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index 29489e25dc..2a7c0fba58 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "${{ vars.AZUREML_NOTEBOOKS_PYTHON_VERSION }}"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From 9f897a796043d3502df57c8fc3f4c429f48347c5 Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Mon, 20 Jul 2026 12:00:34 +0530
Subject: [PATCH 02/17] Update tutorials-get-started-notebooks-train-model.yml

---
 .../workflows/tutorials-get-started-notebooks-train-model.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index 2a7c0fba58..eb569f1892 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "${{ vars.AZUREML_NOTEBOOKS_PYTHON_VERSION }}"
+        python-version: "3.11"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From b28aa4b1027a7536e4cedf473f0f18d52dea343b Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Mon, 20 Jul 2026 12:04:10 +0530
Subject: [PATCH 03/17] Update tutorials-get-started-notebooks-train-model.yml

---
 .../workflows/tutorials-get-started-notebooks-train-model.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index eb569f1892..1da53de177 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.11"
+        python-version: "3.12"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From 19f03e894bf5d6e9f86e212cf04a7afbadce5204 Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Mon, 20 Jul 2026 12:06:38 +0530
Subject: [PATCH 04/17] Update tutorials-get-started-notebooks-train-model.yml

---
 .../workflows/tutorials-get-started-notebooks-train-model.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index 1da53de177..759f9a73e7 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.12"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From 155e1a67c808e8fb52b5e9c0ef0926f5f4c0f39c Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Mon, 20 Jul 2026 12:13:04 +0530
Subject: [PATCH 05/17] Update tutorials-get-started-notebooks-train-model.yml

---
 .../workflows/tutorials-get-started-notebooks-train-model.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index 759f9a73e7..0c6f8ec110 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.14"
+        python-version: "3.13"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From b9d436c2839fa152288d2972166ddcdc84231364 Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Tue, 21 Jul 2026 10:23:32 +0530
Subject: [PATCH 06/17] Update Python version from 3.13 to 3.14

---
 .../workflows/tutorials-get-started-notebooks-train-model.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index 0c6f8ec110..759f9a73e7 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.13"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From a8436e5f6e2722735fb59d5ca88f4bf2dca815b3 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Tue, 21 Jul 2026 04:57:04 +0000
Subject: [PATCH 07/17] Fix train-model workflow Python version

---
 .../workflows/tutorials-get-started-notebooks-train-model.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index 759f9a73e7..29489e25dc 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.14"
+        python-version: "3.8"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From ff06541923b08c9e7c00fa2cea95e5ce6baf41d8 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Tue, 21 Jul 2026 05:09:03 +0000
Subject: [PATCH 08/17] Fix Python 3.14 build: update dev-requirements.txt with
 cp314 compatible versions

---
 ...orials-get-started-notebooks-train-model.yml |  2 +-
 sdk/python/dev-requirements.txt                 | 17 ++++++++++++-----
 2 files changed, 13 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/tutorials-get-started-notebooks-train-model.yml b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
index 29489e25dc..759f9a73e7 100644
--- a/.github/workflows/tutorials-get-started-notebooks-train-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-train-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/sdk/python/dev-requirements.txt b/sdk/python/dev-requirements.txt
index ab8ea27414..23ef76aabe 100644
--- a/sdk/python/dev-requirements.txt
+++ b/sdk/python/dev-requirements.txt
@@ -1,13 +1,20 @@
 # required for notebook testing in workflow actions
 # pinned to avoid surprises
+# packages that require compiled C extensions carry dual pins:
+#   - a version with pre-built wheels for Python <3.14
+#   - a version with pre-built wheels for Python >=3.14
+# tensorflow has no Python 3.14 wheels and is skipped on 3.14+
 ipython-genutils==0.2.0
 ipykernel==5.5.5
 papermill==2.3.3
-pandas==2.0.3
-matplotlib==3.7.3
-torch==2.1.0
-tensorflow==2.12.0
-tensorflow-hub==0.15.0
+pandas==2.0.3; python_version < "3.14"
+pandas==2.3.3; python_version >= "3.14"
+matplotlib==3.7.3; python_version < "3.14"
+matplotlib==3.10.9; python_version >= "3.14"
+torch==2.1.0; python_version < "3.14"
+torch==2.13.0; python_version >= "3.14"
+tensorflow==2.12.0; python_version < "3.14"
+tensorflow-hub==0.15.0; python_version < "3.14"
 transformers==4.34.0
 keras==2.12.0
 jupyter-client==7.4.9

From 382b4f25ad6e71240fd7c7072f09b2789466bd12 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Tue, 21 Jul 2026 05:24:17 +0000
Subject: [PATCH 09/17] Upgrade Python version to 3.14 in all listed workflow
 files and tutorials/readme.py

---
 .github/workflows/automated-cleanup-resources.yml               | 2 +-
 .github/workflows/bootstrapping-infra.yml                       | 2 +-
 .github/workflows/bootstrapping-resources.yml                   | 2 +-
 .../sdk-assets-assets-in-registry-share-data-using-registry.yml | 2 +-
 ...-assets-in-registry-share-models-components-environments.yml | 2 +-
 .github/workflows/sdk-assets-component-component.yml            | 2 +-
 .github/workflows/sdk-assets-data-data.yml                      | 2 +-
 .github/workflows/sdk-assets-data-versioning.yml                | 2 +-
 .github/workflows/sdk-assets-data-working_with_mltable.yml      | 2 +-
 .github/workflows/sdk-assets-environment-environment.yml        | 2 +-
 .github/workflows/sdk-assets-model-model.yml                    | 2 +-
 ...m-container-online-endpoints-custom-container-multimodel.yml | 2 +-
 ...nline-custom-container-online-endpoints-custom-container.yml | 2 +-
 ...nline-custom-container-triton-online-endpoints-triton-cc.yml | 2 +-
 ...managed-identities-online-endpoints-managed-identity-sai.yml | 2 +-
 ...managed-identities-online-endpoints-managed-identity-uai.yml | 2 +-
 ...ndpoints-online-managed-online-endpoints-binary-payloads.yml | 2 +-
 ...dpoints-online-managed-online-endpoints-inference-schema.yml | 2 +-
 .../sdk-endpoints-online-managed-online-endpoints-keyvault.yml  | 2 +-
 ...sdk-endpoints-online-managed-online-endpoints-multimodel.yml | 2 +-
 .../sdk-endpoints-online-managed-online-endpoints-openapi.yml   | 2 +-
 ...k-endpoints-online-managed-online-endpoints-safe-rollout.yml | 2 +-
 ...points-online-managed-online-endpoints-simple-deployment.yml | 2 +-
 ..._components_from_yaml-pipeline_with_components_from_yaml.yml | 2 +-
 ...tion_components-pipeline_with_python_function_components.yml | 2 +-
 ..._hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml | 2 +-
 ...on_python_components-pipeline_with_non_python_components.yml | 2 +-
 ...egistered_components-pipeline_with_registered_components.yml | 2 +-
 ...ipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml | 2 +-
 ...s-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml | 2 +-
 ...mponent-nyc_taxi_data_regression_with_pipeline_component.yml | 2 +-
 ...ne_component-pipeline_with_train_eval_pipeline_component.yml | 2 +-
 .../sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml | 2 +-
 ..._train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml | 2 +-
 ..._train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml | 2 +-
 ...nes-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml | 2 +-
 ...ication_with_densenet-image_classification_with_densenet.yml | 2 +-
 ...minist_convnet-image_classification_keras_minist_convnet.yml | 2 +-
 .github/workflows/sdk-resources-connections-connections.yml     | 2 +-
 .github/workflows/sdk-resources-registry-registry-create.yml    | 2 +-
 .github/workflows/sdk-schedules-job-schedule.yml                | 2 +-
 ...s-azureml-getting-started-azureml-getting-started-studio.yml | 2 +-
 .../workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml   | 2 +-
 ...orch-image-e2e-object-classification-distributed-pytorch.yml | 2 +-
 .../workflows/tutorials-e2e-ds-experience-e2e-ml-workflow.yml   | 2 +-
 .../tutorials-get-started-notebooks-cloud-workstation.yml       | 2 +-
 .../workflows/tutorials-get-started-notebooks-deploy-model.yml  | 2 +-
 .../workflows/tutorials-get-started-notebooks-explore-data.yml  | 2 +-
 .github/workflows/tutorials-get-started-notebooks-pipeline.yml  | 2 +-
 .../workflows/tutorials-get-started-notebooks-quickstart.yml    | 2 +-
 tutorials/readme.py                                             | 2 +-
 51 files changed, 51 insertions(+), 51 deletions(-)

diff --git a/.github/workflows/automated-cleanup-resources.yml b/.github/workflows/automated-cleanup-resources.yml
index 0b16036ec9..e277c50289 100644
--- a/.github/workflows/automated-cleanup-resources.yml
+++ b/.github/workflows/automated-cleanup-resources.yml
@@ -24,7 +24,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: azure login
       uses: azure/login@v1
       with:
diff --git a/.github/workflows/bootstrapping-infra.yml b/.github/workflows/bootstrapping-infra.yml
index 0fa746a8b0..6942ee5f02 100644
--- a/.github/workflows/bootstrapping-infra.yml
+++ b/.github/workflows/bootstrapping-infra.yml
@@ -42,7 +42,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/bootstrapping-resources.yml b/.github/workflows/bootstrapping-resources.yml
index 7a21e94d78..f4065caaf8 100644
--- a/.github/workflows/bootstrapping-resources.yml
+++ b/.github/workflows/bootstrapping-resources.yml
@@ -25,7 +25,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml b/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml
index fed21f71b2..e705fd26e2 100644
--- a/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml
+++ b/.github/workflows/sdk-assets-assets-in-registry-share-data-using-registry.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml b/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml
index 291900f03c..645f864fb5 100644
--- a/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml
+++ b/.github/workflows/sdk-assets-assets-in-registry-share-models-components-environments.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-component-component.yml b/.github/workflows/sdk-assets-component-component.yml
index d0b30fdce1..2e7c654ac8 100644
--- a/.github/workflows/sdk-assets-component-component.yml
+++ b/.github/workflows/sdk-assets-component-component.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-data-data.yml b/.github/workflows/sdk-assets-data-data.yml
index 306b21c08a..65d6cb790f 100644
--- a/.github/workflows/sdk-assets-data-data.yml
+++ b/.github/workflows/sdk-assets-data-data.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-data-versioning.yml b/.github/workflows/sdk-assets-data-versioning.yml
index 05cb87bd8a..0c71c4ac06 100644
--- a/.github/workflows/sdk-assets-data-versioning.yml
+++ b/.github/workflows/sdk-assets-data-versioning.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install --no-cache-dir -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-data-working_with_mltable.yml b/.github/workflows/sdk-assets-data-working_with_mltable.yml
index f887ed94ff..e6f5cd9a9c 100644
--- a/.github/workflows/sdk-assets-data-working_with_mltable.yml
+++ b/.github/workflows/sdk-assets-data-working_with_mltable.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-environment-environment.yml b/.github/workflows/sdk-assets-environment-environment.yml
index cab2b51cfc..0e8016ea10 100644
--- a/.github/workflows/sdk-assets-environment-environment.yml
+++ b/.github/workflows/sdk-assets-environment-environment.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-assets-model-model.yml b/.github/workflows/sdk-assets-model-model.yml
index 631d50b7cc..a45fe2c841 100644
--- a/.github/workflows/sdk-assets-model-model.yml
+++ b/.github/workflows/sdk-assets-model-model.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml
index ae2d19d9ed..2370111501 100644
--- a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml
+++ b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container-multimodel.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml
index 12cf1015c7..8897912afa 100644
--- a/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml
+++ b/.github/workflows/sdk-endpoints-online-custom-container-online-endpoints-custom-container.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml b/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml
index a07313df7a..8d774d3960 100644
--- a/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml
+++ b/.github/workflows/sdk-endpoints-online-custom-container-triton-online-endpoints-triton-cc.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml
index 27a6d1295b..30c1f7149c 100644
--- a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-sai.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml
index 6c5152a719..94ac555273 100644
--- a/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-managed-identities-online-endpoints-managed-identity-uai.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml
index 1806972a42..b0ce4033ff 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-binary-payloads.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml
index 73f3a02da5..aaf144871f 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-inference-schema.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml
index 3fe5f7e624..fe27a153cc 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-keyvault.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml
index 56eb7e62b6..0420c03317 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-multimodel.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml
index a35a5b3ab0..6b7fb8651f 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-openapi.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml
index 1643cd653f..18f4a4791b 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-safe-rollout.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml
index 806f7899b2..04478b4cd8 100644
--- a/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml
+++ b/.github/workflows/sdk-endpoints-online-managed-online-endpoints-simple-deployment.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml b/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml
index 99a27a5d60..e91abc4261 100644
--- a/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1a_pipeline_with_components_from_yaml-pipeline_with_components_from_yaml.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml b/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml
index 401fac7113..61d55faba7 100644
--- a/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1b_pipeline_with_python_function_components-pipeline_with_python_function_components.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml b/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml
index 5ec9b99fbb..2730cbb217 100644
--- a/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1c_pipeline_with_hyperparameter_sweep-pipeline_with_hyperparameter_sweep.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml b/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml
index fb245b4818..3b6efce1d8 100644
--- a/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1d_pipeline_with_non_python_components-pipeline_with_non_python_components.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml b/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml
index 97862b0ca8..9b9cfe184d 100644
--- a/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1e_pipeline_with_registered_components-pipeline_with_registered_components.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml b/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml
index d2a920cbde..de86e54983 100644
--- a/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1g_pipeline_with_parallel_nodes-pipeline_with_parallel_nodes.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml b/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml
index 69056770ca..370615a90d 100644
--- a/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1i_pipeline_with_spark_nodes-pipeline_with_spark_nodes.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml
index 2e68689874..3e3e4dea5d 100644
--- a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component-nyc_taxi_data_regression_with_pipeline_component.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml
index 4319564eaa..fd43cd796b 100644
--- a/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1j_pipeline_with_pipeline_component-pipeline_with_train_eval_pipeline_component-pipeline_with_train_eval_pipeline_component.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml b/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml
index 74c3453b02..cd6069f48f 100644
--- a/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml
+++ b/.github/workflows/sdk-jobs-pipelines-1l_flow_in_pipeline-flow_in_pipeline.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml b/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml
index 9e9593a3ce..6b09d6e29e 100644
--- a/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2a_train_mnist_with_tensorflow-train_mnist_with_tensorflow.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml b/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml
index d4099d1e74..da9ada020a 100644
--- a/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2b_train_cifar_10_with_pytorch-train_cifar_10_with_pytorch.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml b/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml
index f46b1ba7d2..5cb8b5e7c1 100644
--- a/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2c_nyc_taxi_data_regression-nyc_taxi_data_regression.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml b/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml
index 02ba29676d..4d24f42173 100644
--- a/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2d_image_classification_with_densenet-image_classification_with_densenet.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml b/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml
index fe4879d38e..36b7c6daf5 100644
--- a/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml
+++ b/.github/workflows/sdk-jobs-pipelines-2e_image_classification_keras_minist_convnet-image_classification_keras_minist_convnet.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-resources-connections-connections.yml b/.github/workflows/sdk-resources-connections-connections.yml
index cd1a5fed47..df774cfed0 100644
--- a/.github/workflows/sdk-resources-connections-connections.yml
+++ b/.github/workflows/sdk-resources-connections-connections.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-resources-registry-registry-create.yml b/.github/workflows/sdk-resources-registry-registry-create.yml
index 93729afeaa..3d1a462c80 100644
--- a/.github/workflows/sdk-resources-registry-registry-create.yml
+++ b/.github/workflows/sdk-resources-registry-registry-create.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/sdk-schedules-job-schedule.yml b/.github/workflows/sdk-schedules-job-schedule.yml
index 3be006164d..dfe15e3065 100644
--- a/.github/workflows/sdk-schedules-job-schedule.yml
+++ b/.github/workflows/sdk-schedules-job-schedule.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.10"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/tutorials-azureml-getting-started-azureml-getting-started-studio.yml b/.github/workflows/tutorials-azureml-getting-started-azureml-getting-started-studio.yml
index 827d2bc8c5..afe4755e12 100644
--- a/.github/workflows/tutorials-azureml-getting-started-azureml-getting-started-studio.yml
+++ b/.github/workflows/tutorials-azureml-getting-started-azureml-getting-started-studio.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml b/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
index e7ab0b663a..9bbc46e762 100644
--- a/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
+++ b/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/.github/workflows/tutorials-e2e-distributed-pytorch-image-e2e-object-classification-distributed-pytorch.yml b/.github/workflows/tutorials-e2e-distributed-pytorch-image-e2e-object-classification-distributed-pytorch.yml
index d3e4e91dbb..5411a25a1c 100644
--- a/.github/workflows/tutorials-e2e-distributed-pytorch-image-e2e-object-classification-distributed-pytorch.yml
+++ b/.github/workflows/tutorials-e2e-distributed-pytorch-image-e2e-object-classification-distributed-pytorch.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/.github/workflows/tutorials-e2e-ds-experience-e2e-ml-workflow.yml b/.github/workflows/tutorials-e2e-ds-experience-e2e-ml-workflow.yml
index 4edf19a566..37aa882f47 100644
--- a/.github/workflows/tutorials-e2e-ds-experience-e2e-ml-workflow.yml
+++ b/.github/workflows/tutorials-e2e-ds-experience-e2e-ml-workflow.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/.github/workflows/tutorials-get-started-notebooks-cloud-workstation.yml b/.github/workflows/tutorials-get-started-notebooks-cloud-workstation.yml
index e0d16d4906..73bec98ad7 100644
--- a/.github/workflows/tutorials-get-started-notebooks-cloud-workstation.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-cloud-workstation.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/.github/workflows/tutorials-get-started-notebooks-deploy-model.yml b/.github/workflows/tutorials-get-started-notebooks-deploy-model.yml
index 1661957428..24f65695d8 100644
--- a/.github/workflows/tutorials-get-started-notebooks-deploy-model.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-deploy-model.yml
@@ -33,7 +33,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/tutorials-get-started-notebooks-explore-data.yml b/.github/workflows/tutorials-get-started-notebooks-explore-data.yml
index 339c26fcdc..0f4be1ddb5 100644
--- a/.github/workflows/tutorials-get-started-notebooks-explore-data.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-explore-data.yml
@@ -33,7 +33,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: azure login
diff --git a/.github/workflows/tutorials-get-started-notebooks-pipeline.yml b/.github/workflows/tutorials-get-started-notebooks-pipeline.yml
index 22c2d75fec..0256a32d8a 100644
--- a/.github/workflows/tutorials-get-started-notebooks-pipeline.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-pipeline.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/.github/workflows/tutorials-get-started-notebooks-quickstart.yml b/.github/workflows/tutorials-get-started-notebooks-quickstart.yml
index 7d6f3b475c..64aa13b3a5 100644
--- a/.github/workflows/tutorials-get-started-notebooks-quickstart.yml
+++ b/.github/workflows/tutorials-get-started-notebooks-quickstart.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs
diff --git a/tutorials/readme.py b/tutorials/readme.py
index f19959f93a..5931a55860 100644
--- a/tutorials/readme.py
+++ b/tutorials/readme.py
@@ -162,7 +162,7 @@ def write_notebook_workflow(
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.8"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt{mlflow_import}{forecast_import}
     - name: azure login

From 479465ed140f4e5d33bf38fc754905f05bdf68ec Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Tue, 21 Jul 2026 05:37:57 +0000
Subject: [PATCH 10/17] Fix Python 3.14 workflow failures by upgrading
 papermill

---
 sdk/python/dev-requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sdk/python/dev-requirements.txt b/sdk/python/dev-requirements.txt
index 23ef76aabe..d6b47eeb9d 100644
--- a/sdk/python/dev-requirements.txt
+++ b/sdk/python/dev-requirements.txt
@@ -6,7 +6,7 @@
 # tensorflow has no Python 3.14 wheels and is skipped on 3.14+
 ipython-genutils==0.2.0
 ipykernel==5.5.5
-papermill==2.3.3
+papermill==2.7.0
 pandas==2.0.3; python_version < "3.14"
 pandas==2.3.3; python_version >= "3.14"
 matplotlib==3.7.3; python_version < "3.14"

From 04461dd48945928717af48865b36b40eb8a78617 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Tue, 21 Jul 2026 05:42:32 +0000
Subject: [PATCH 11/17] Fix build job by pinning papermill per Python version

---
 sdk/python/dev-requirements.txt | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/sdk/python/dev-requirements.txt b/sdk/python/dev-requirements.txt
index d6b47eeb9d..8ea3be35a3 100644
--- a/sdk/python/dev-requirements.txt
+++ b/sdk/python/dev-requirements.txt
@@ -6,7 +6,8 @@
 # tensorflow has no Python 3.14 wheels and is skipped on 3.14+
 ipython-genutils==0.2.0
 ipykernel==5.5.5
-papermill==2.7.0
+papermill==2.6.0; python_version < "3.10"
+papermill==2.7.0; python_version >= "3.10"
 pandas==2.0.3; python_version < "3.14"
 pandas==2.3.3; python_version >= "3.14"
 matplotlib==3.7.3; python_version < "3.14"

From 5dc592527b792894941dc4ceb51ab06924a11d21 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Tue, 21 Jul 2026 05:54:28 +0000
Subject: [PATCH 12/17] Fix build workflow to use Python 3.11

---
 .../workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml b/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
index 9bbc46e762..853b92de9b 100644
--- a/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
+++ b/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.14"
+        python-version: "3.11"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From bbfe57dd4f36a958a6aef93efc68311c78387305 Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Tue, 21 Jul 2026 11:25:38 +0530
Subject: [PATCH 13/17] Update tutorials-azureml-in-a-day-azureml-in-a-day.yml

---
 .../workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml   | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml b/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
index 853b92de9b..9bbc46e762 100644
--- a/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
+++ b/.github/workflows/tutorials-azureml-in-a-day-azureml-in-a-day.yml
@@ -34,7 +34,7 @@ jobs:
     - name: setup python
       uses: actions/setup-python@v2
       with: 
-        python-version: "3.11"
+        python-version: "3.14"
     - name: pip install notebook reqs
       run: pip install -r sdk/python/dev-requirements.txt
     - name: pip install mlflow reqs

From d0e75bd53002bb884e9a6a5d5db6e8da3807bcbb Mon Sep 17 00:00:00 2001
From: Chakradhar886 <v-cchakradha@microsoft.com>
Date: Tue, 21 Jul 2026 12:18:58 +0530
Subject: [PATCH 14/17] Update dev-requirements.txt

---
 sdk/python/dev-requirements.txt | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/sdk/python/dev-requirements.txt b/sdk/python/dev-requirements.txt
index 8ea3be35a3..4660f5ff20 100644
--- a/sdk/python/dev-requirements.txt
+++ b/sdk/python/dev-requirements.txt
@@ -5,7 +5,8 @@
 #   - a version with pre-built wheels for Python >=3.14
 # tensorflow has no Python 3.14 wheels and is skipped on 3.14+
 ipython-genutils==0.2.0
-ipykernel==5.5.5
+ipykernel==5.5.5; python_version < "3.14"
+ipykernel==6.30.1; python_version >= "3.14"
 papermill==2.6.0; python_version < "3.10"
 papermill==2.7.0; python_version >= "3.10"
 pandas==2.0.3; python_version < "3.14"
@@ -18,4 +19,5 @@ tensorflow==2.12.0; python_version < "3.14"
 tensorflow-hub==0.15.0; python_version < "3.14"
 transformers==4.34.0
 keras==2.12.0
-jupyter-client==7.4.9
+jupyter-client==7.4.9; python_version < "3.14"
+jupyter-client==8.6.3; python_version >= "3.14"

From aedb71480cd69a905be79b957af3ed4ee925eb5e Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 22 Jul 2026 03:59:47 +0000
Subject: [PATCH 15/17] fix: replace sys.path[0] with os.getcwd() in registry
 notebooks for Python 3.14 compatibility

---
 .../assets/assets-in-registry/share-data-using-registry.ipynb  | 3 +--
 .../share-models-components-environments.ipynb                 | 3 +--
 sdk/python/resources/registry/registry-create.ipynb            | 3 +--
 3 files changed, 3 insertions(+), 6 deletions(-)

diff --git a/sdk/python/assets/assets-in-registry/share-data-using-registry.ipynb b/sdk/python/assets/assets-in-registry/share-data-using-registry.ipynb
index 10462deb3d..a0b60acd8b 100644
--- a/sdk/python/assets/assets-in-registry/share-data-using-registry.ipynb
+++ b/sdk/python/assets/assets-in-registry/share-data-using-registry.ipynb
@@ -155,7 +155,6 @@
    "outputs": [],
    "source": [
     "import time\n",
-    "import sys\n",
     "\n",
     "# version = str(123456)\n",
     "version = str(int(time.time()))\n",
@@ -163,7 +162,7 @@
     "\n",
     "parent_dir = os.path.abspath(\n",
     "    os.path.join(\n",
-    "        sys.path[0],\n",
+    "        os.getcwd(),\n",
     "        \"../../../../cli/jobs/pipelines-with-components/nyc_taxi_data_regression\",\n",
     "    )\n",
     ")"
diff --git a/sdk/python/assets/assets-in-registry/share-models-components-environments.ipynb b/sdk/python/assets/assets-in-registry/share-models-components-environments.ipynb
index 8c0e3adb08..4423a3759e 100644
--- a/sdk/python/assets/assets-in-registry/share-models-components-environments.ipynb
+++ b/sdk/python/assets/assets-in-registry/share-models-components-environments.ipynb
@@ -136,7 +136,6 @@
    "outputs": [],
    "source": [
     "import time\n",
-    "import sys\n",
     "\n",
     "# version = str(123456)\n",
     "version = str(int(time.time()))\n",
@@ -144,7 +143,7 @@
     "\n",
     "parent_dir = os.path.abspath(\n",
     "    os.path.join(\n",
-    "        sys.path[0],\n",
+    "        os.getcwd(),\n",
     "        \"../../../../cli/jobs/pipelines-with-components/nyc_taxi_data_regression\",\n",
     "    )\n",
     ")"
diff --git a/sdk/python/resources/registry/registry-create.ipynb b/sdk/python/resources/registry/registry-create.ipynb
index 55ec08cc07..81720c3d72 100644
--- a/sdk/python/resources/registry/registry-create.ipynb
+++ b/sdk/python/resources/registry/registry-create.ipynb
@@ -119,10 +119,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import sys\n",
     "\n",
     "yaml_file = os.path.abspath(\n",
-    "    os.path.join(sys.path[0], \"../../../../cli/resources/registry/registry.yml\")\n",
+    "    os.path.join(os.getcwd(), \"../../../../cli/resources/registry/registry.yml\")\n",
     ")\n",
     "\n",
     "f = open(yaml_file, \"r\")\n",

From b8bb4cc5e0e35353da7ff89ddd4d01cc1758e32c Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 22 Jul 2026 04:49:11 +0000
Subject: [PATCH 16/17] Fix build by preinstalling azureml-fsspec for notebook
 CI

---
 sdk/python/dev-requirements.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/sdk/python/dev-requirements.txt b/sdk/python/dev-requirements.txt
index 4660f5ff20..db5906bf03 100644
--- a/sdk/python/dev-requirements.txt
+++ b/sdk/python/dev-requirements.txt
@@ -21,3 +21,4 @@ transformers==4.34.0
 keras==2.12.0
 jupyter-client==7.4.9; python_version < "3.14"
 jupyter-client==8.6.3; python_version >= "3.14"
+azureml-fsspec==1.3.1

From 40f9a5279e8e0c752e023591996202cc3366a335 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 22 Jul 2026 04:55:18 +0000
Subject: [PATCH 17/17] Fix azureml-fsspec dependency conflict on Python 3.14+

---
 sdk/python/dev-requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sdk/python/dev-requirements.txt b/sdk/python/dev-requirements.txt
index db5906bf03..261b0c6559 100644
--- a/sdk/python/dev-requirements.txt
+++ b/sdk/python/dev-requirements.txt
@@ -21,4 +21,4 @@ transformers==4.34.0
 keras==2.12.0
 jupyter-client==7.4.9; python_version < "3.14"
 jupyter-client==8.6.3; python_version >= "3.14"
-azureml-fsspec==1.3.1
+azureml-fsspec==1.3.1; python_version < "3.14"