Updates of Azure at 2025-11-21

November 21, 2025

ai-foundry

ai-services

multi-service-resource.md (history)

aks

app-service

app-testing

how-to-diagnose-failing-load-test.md (history)

application-gateway

azure-app-configuration

azure-monitor

azure-netapp-files

azure-vmware

backup

confidential-computing

acompany.md Added!! (history)
partner-pages-index.md (history)

container-instances

copilot

cosmos-db

cost-management-billing

data-factory

connector-deprecation-frequently-asked-questions.md (history)

defender-for-cloud

documentdb

hdinsight

hdinsight-component-versioning.md (history)

healthcare-apis

includes

iot-operations

key-vault

kubernetes-fleet

machine-learning

apache-spark-azure-ml-concepts.md Added!! (history)
apache-spark-environment-configuration.md Added!! (history)
azure-machine-learning-ci-image-release-notes.md Added!! (history)
azure-machine-learning-glossary.md Added!! (history)
azure-machine-learning-release-notes-cli-v2.md Added!! (history)
classification.md Added!! (history)
component-reference-v2.md Added!! (history)
forecasting.md Added!! (history)
image-classification-multilabel.md Added!! (history)
image-classification.md Added!! (history)
image-instance-segmentation.md Added!! (history)
image-object-detection.md Added!! (history)
regression.md Added!! (history)
text-classification-multilabel.md Added!! (history)
text-classification.md Added!! (history)
text-ner.md Added!! (history)
add-columns.md Added!! (history)
add-rows.md Added!! (history)
apply-image-transformation.md Added!! (history)
apply-math-operation.md Added!! (history)
apply-sql-transformation.md Added!! (history)
apply-transformation.md Added!! (history)
assign-data-to-clusters.md Added!! (history)
boosted-decision-tree-regression.md Added!! (history)
clean-missing-data.md Added!! (history)
clip-values.md Added!! (history)
component-reference.md Added!! (history)
convert-to-csv.md Added!! (history)
convert-to-dataset.md Added!! (history)
convert-to-image-directory.md Added!! (history)
convert-to-indicator-values.md Added!! (history)
convert-word-to-vector.md Added!! (history)
create-python-model.md Added!! (history)
cross-validate-model.md Added!! (history)
decision-forest-regression.md Added!! (history)
densenet.md Added!! (history)
designer-error-codes.md Added!! (history)
edit-metadata.md Added!! (history)
enter-data-manually.md Added!! (history)
evaluate-model.md Added!! (history)
evaluate-recommender.md Added!! (history)
execute-python-script.md Added!! (history)
execute-r-script.md Added!! (history)
export-data.md Added!! (history)
extract-n-gram-features-from-text.md Added!! (history)
fast-forest-quantile-regression.md Added!! (history)
feature-hashing.md Added!! (history)
filter-based-feature-selection.md Added!! (history)
graph-search-syntax.md Added!! (history)
group-data-into-bins.md Added!! (history)
import-data.md Added!! (history)
init-image-transformation.md Added!! (history)
join-data.md Added!! (history)
k-means-clustering.md Added!! (history)
latent-dirichlet-allocation.md Added!! (history)
linear-regression.md Added!! (history)
multiclass-boosted-decision-tree.md Added!! (history)
multiclass-decision-forest.md Added!! (history)
multiclass-logistic-regression.md Added!! (history)
multiclass-neural-network.md Added!! (history)
neural-network-regression.md Added!! (history)
normalize-data.md Added!! (history)
one-vs-all-multiclass.md Added!! (history)
one-vs-one-multiclass.md Added!! (history)
partition-and-sample.md Added!! (history)
pca-based-anomaly-detection.md Added!! (history)
permutation-feature-importance.md Added!! (history)
poisson-regression.md Added!! (history)
preprocess-text.md Added!! (history)
remove-duplicate-rows.md Added!! (history)
resnet.md Added!! (history)
score-image-model.md Added!! (history)
score-model.md Added!! (history)
score-svd-recommender.md Added!! (history)
score-vowpal-wabbit-model.md Added!! (history)
score-wide-and-deep-recommender.md Added!! (history)
select-columns-in-dataset.md Added!! (history)
select-columns-transform.md Added!! (history)
smote.md Added!! (history)
split-data.md Added!! (history)
split-image-directory.md Added!! (history)
summarize-data.md Added!! (history)
train-anomaly-detection-model.md Added!! (history)
train-clustering-model.md Added!! (history)
train-model.md Added!! (history)
train-pytorch-model.md Added!! (history)
train-svd-recommender.md Added!! (history)
train-vowpal-wabbit-model.md Added!! (history)
train-wide-and-deep-recommender.md Added!! (history)
tune-model-hyperparameters.md Added!! (history)
two-class-averaged-perceptron.md Added!! (history)
two-class-boosted-decision-tree.md Added!! (history)
two-class-decision-forest.md Added!! (history)
two-class-logistic-regression.md Added!! (history)
two-class-neural-network.md Added!! (history)
two-class-support-vector-machine.md Added!! (history)
web-service-input-output.md Added!! (history)
concept-automated-ml.md Added!! (history)
concept-automl-forecasting-at-scale.md Added!! (history)
concept-automl-forecasting-calendar-features.md Added!! (history)
concept-automl-forecasting-deep-learning.md Added!! (history)
concept-automl-forecasting-evaluation.md Added!! (history)
concept-automl-forecasting-lags.md Added!! (history)
concept-automl-forecasting-methods.md Added!! (history)
concept-automl-forecasting-sweeping.md Added!! (history)
concept-azure-machine-learning-v2.md Added!! (history)
concept-causal-inference.md Added!! (history)
concept-component.md Added!! (history)
concept-compute-instance.md Added!! (history)
concept-compute-target.md Added!! (history)
concept-counterfactual-analysis.md Added!! (history)
concept-customer-managed-keys.md Added!! (history)
concept-data-analysis.md Added!! (history)
concept-data-collection.md Added!! (history)
concept-data-encryption.md Added!! (history)
concept-data-privacy.md Added!! (history)
concept-data.md Added!! (history)
concept-deep-learning-vs-machine-learning.md Added!! (history)
concept-designer.md Added!! (history)
concept-distributed-training.md Added!! (history)
concept-endpoint-serverless-availability.md Added!! (history)
concept-endpoints-batch.md Added!! (history)
concept-endpoints-online-auth.md Added!! (history)
concept-endpoints-online.md Added!! (history)
concept-endpoints.md Added!! (history)
concept-enterprise-security.md Added!! (history)
concept-environments.md Added!! (history)
concept-error-analysis.md Added!! (history)
concept-expressions.md Added!! (history)
concept-fairness-ml.md Added!! (history)
concept-hub-workspace.md Added!! (history)
concept-machine-learning-registries-mlops.md Added!! (history)
concept-manage-ml-pitfalls.md Added!! (history)
concept-ml-pipelines.md Added!! (history)
concept-mlflow-models.md Added!! (history)
concept-mlflow.md Added!! (history)
concept-model-management-and-deployment.md Added!! (history)
concept-model-monitoring.md Added!! (history)
concept-models-featured.md Added!! (history)
concept-network-isolation-configurations.md Added!! (history)
concept-online-deployment-model-specification.md Added!! (history)
concept-onnx.md Added!! (history)
concept-plan-manage-cost.md Added!! (history)
concept-prebuilt-docker-images-inference.md Added!! (history)
concept-responsible-ai-dashboard.md Added!! (history)
concept-responsible-ai-scorecard.md Added!! (history)
concept-responsible-ai.md Added!! (history)
concept-retrieval-augmented-generation.md Added!! (history)
concept-secret-injection.md Added!! (history)
concept-secure-code-best-practice.md Added!! (history)
concept-secure-network-traffic-flow.md Added!! (history)
concept-secure-online-endpoint.md Added!! (history)
concept-soft-delete.md Added!! (history)
concept-sourcing-human-data.md Added!! (history)
concept-top-level-entities-in-managed-feature-store.md Added!! (history)
concept-train-machine-learning-model.md Added!! (history)
concept-train-model-git-integration.md Added!! (history)
concept-v2.md Added!! (history)
concept-vector-stores.md Added!! (history)
concept-vulnerability-management.md Added!! (history)
concept-what-is-managed-feature-store.md Added!! (history)
concept-workspace.md Added!! (history)
create-datastore-with-user-interface.md Added!! (history)
dsvm-common-identity.md Added!! (history)
dsvm-enterprise-overview.md Added!! (history)
dsvm-pools.md Added!! (history)
dsvm-samples-and-walkthroughs.md Added!! (history)
dsvm-secure-access-keys.md Added!! (history)
dsvm-tools-data-platforms.md Added!! (history)
dsvm-tools-data-science.md Added!! (history)
dsvm-tools-deep-learning-frameworks.md Added!! (history)
dsvm-tools-development.md Added!! (history)
dsvm-tools-ingestion.md Added!! (history)
dsvm-tools-languages.md Added!! (history)
dsvm-tools-productivity.md Added!! (history)
dsvm-tutorial-bicep.md Added!! (history)
dsvm-tutorial-resource-manager.md Added!! (history)
dsvm-ubuntu-intro.md Added!! (history)
how-to-track-experiments.md Added!! (history)
linux-dsvm-walkthrough.md Added!! (history)
overview.md Added!! (history)
provision-vm.md Added!! (history)
reference-known-issues.md Added!! (history)
reference-ubuntu-vm.md Added!! (history)
release-notes.md Added!! (history)
tools-included.md Added!! (history)
ubuntu-upgrade.md Added!! (history)
vm-do-ten-things.md Added!! (history)
designer-accessibility.md Added!! (history)
feature-retrieval-concepts.md Added!! (history)
feature-set-materialization-concepts.md Added!! (history)
feature-set-specification-transformation-concepts.md Added!! (history)
foundry-models-overview.md Added!! (history)
how-to-access-azureml-behind-firewall.md Added!! (history)
how-to-access-data-batch-endpoints-jobs.md Added!! (history)
how-to-access-data-interactive.md Added!! (history)
how-to-access-on-premises-resources.md Added!! (history)
how-to-access-resources-from-endpoints-managed-identities.md Added!! (history)
how-to-access-terminal.md Added!! (history)
how-to-add-users.md Added!! (history)
how-to-administrate-data-authentication.md Added!! (history)
how-to-assign-roles.md Added!! (history)
how-to-attach-kubernetes-anywhere.md Added!! (history)
how-to-attach-kubernetes-to-workspace.md Added!! (history)
how-to-authenticate-batch-endpoint.md Added!! (history)
how-to-authenticate-online-endpoint.md Added!! (history)
how-to-auto-train-forecast.md Added!! (history)
how-to-auto-train-image-models.md Added!! (history)
how-to-auto-train-nlp-models.md Added!! (history)
how-to-automl-forecasting-faq.md Added!! (history)
how-to-autoscale-endpoints.md Added!! (history)
how-to-azure-container-for-pytorch-environment.md Added!! (history)
how-to-batch-scoring-script.md Added!! (history)
how-to-built-in-policy-model-deployment.md Added!! (history)
how-to-change-storage-access-key.md Added!! (history)
how-to-collect-production-data.md Added!! (history)
how-to-configure-auto-train.md Added!! (history)
how-to-configure-cli.md Added!! (history)
how-to-configure-environment.md Added!! (history)
how-to-configure-network-isolation-with-v2.md Added!! (history)
how-to-configure-private-link.md Added!! (history)
how-to-connect-models-serverless.md Added!! (history)
how-to-connection.md Added!! (history)
how-to-convert-custom-model-to-mlflow.md Added!! (history)
how-to-create-attach-compute-cluster.md Added!! (history)
how-to-create-attach-compute-studio.md Added!! (history)
how-to-create-component-pipeline-python.md Added!! (history)
how-to-create-component-pipelines-cli.md Added!! (history)
how-to-create-component-pipelines-ui.md Added!! (history)
how-to-create-compute-instance.md Added!! (history)
how-to-create-data-assets.md Added!! (history)
how-to-create-image-labeling-projects.md Added!! (history)
how-to-create-text-labeling-projects.md Added!! (history)
how-to-create-vector-index.md Added!! (history)
how-to-create-workspace-template.md Added!! (history)
how-to-custom-dns.md Added!! (history)
how-to-custom-policy-model-deployment.md Added!! (history)
how-to-customize-compute-instance.md Added!! (history)
how-to-datastore.md Added!! (history)
how-to-debug-managed-online-endpoints-visual-studio-code.md Added!! (history)
how-to-debug-pipeline-failure.md Added!! (history)
how-to-debug-pipeline-performance.md Added!! (history)
how-to-debug-pipeline-reuse-issues.md Added!! (history)
how-to-deploy-automl-endpoint.md Added!! (history)
how-to-deploy-custom-container.md Added!! (history)
how-to-deploy-kubernetes-extension.md Added!! (history)
how-to-deploy-mlflow-model-spark-jobs.md Added!! (history)
how-to-deploy-mlflow-models-online-endpoints.md Added!! (history)
how-to-deploy-mlflow-models-online-progressive.md Added!! (history)
how-to-deploy-mlflow-models.md Added!! (history)
how-to-deploy-model-custom-output.md Added!! (history)
how-to-deploy-models-from-huggingface.md Added!! (history)
how-to-deploy-models-serverless.md Added!! (history)
how-to-deploy-models-timegen-1.md Added!! (history)
how-to-deploy-online-endpoint-with-secret-injection.md Added!! (history)
how-to-deploy-online-endpoints.md Added!! (history)
how-to-deploy-pipeline-component-as-batch-endpoint.md Added!! (history)
how-to-deploy-with-rest.md Added!! (history)
how-to-deploy-with-triton.md Added!! (history)
how-to-devops-machine-learning.md Added!! (history)
how-to-disable-local-auth-storage.md Added!! (history)
how-to-enable-preview-features.md Added!! (history)
how-to-enable-studio-virtual-network.md Added!! (history)
how-to-export-delete-data.md Added!! (history)
how-to-github-actions-machine-learning.md Added!! (history)
how-to-high-availability-machine-learning.md Added!! (history)
how-to-identity-based-service-authentication.md Added!! (history)
how-to-image-processing-batch.md Added!! (history)
how-to-import-data-assets.md Added!! (history)
how-to-inference-onnx-automl-image-models.md Added!! (history)
how-to-inference-server-http.md Added!! (history)
how-to-integrate-azure-policy.md Added!! (history)
how-to-interactive-jobs.md Added!! (history)
how-to-kubernetes-inference-routing-azureml-fe.md Added!! (history)
how-to-label-data.md Added!! (history)
how-to-launch-vs-code-remote.md Added!! (history)
how-to-log-mlflow-models.md Added!! (history)
how-to-log-search.md Added!! (history)
how-to-log-view-metrics.md Added!! (history)
how-to-machine-learning-interpretability.md Added!! (history)
how-to-manage-compute-instance.md Added!! (history)
how-to-manage-compute-sessions.md Added!! (history)
how-to-manage-environments-in-studio.md Added!! (history)
how-to-manage-environments-v2.md Added!! (history)
how-to-manage-files.md Added!! (history)
how-to-manage-hub-workspace-portal.md Added!! (history)
how-to-manage-hub-workspace-template.md Added!! (history)
how-to-manage-imported-data-assets.md Added!! (history)
how-to-manage-inputs-outputs-pipeline.md Added!! (history)
how-to-manage-kubernetes-instance-types.md Added!! (history)
how-to-manage-labeling-projects.md Added!! (history)
how-to-manage-models-mlflow.md Added!! (history)
how-to-manage-models.md Added!! (history)
how-to-manage-optimize-cost.md Added!! (history)
how-to-manage-quotas.md Added!! (history)
how-to-manage-registries.md Added!! (history)
how-to-manage-resources-vscode.md Added!! (history)
how-to-manage-rest.md Added!! (history)
how-to-manage-synapse-spark-pool.md Added!! (history)
how-to-manage-workspace-cli.md Added!! (history)
how-to-manage-workspace-powershell.md Added!! (history)
how-to-manage-workspace-terraform.md Added!! (history)
how-to-manage-workspace.md Added!! (history)
how-to-managed-network-compute.md Added!! (history)
how-to-managed-network.md Added!! (history)
how-to-migrate-from-v1.md Added!! (history)
how-to-mlflow-batch.md Added!! (history)
how-to-mltable.md Added!! (history)
how-to-monitor-kubernetes-online-enpoint-inference-server-log.md Added!! (history)
how-to-monitor-model-performance.md Added!! (history)
how-to-monitor-online-endpoints.md Added!! (history)
how-to-move-workspace.md Added!! (history)
how-to-network-isolation-model-catalog.md Added!! (history)
how-to-network-isolation-planning.md Added!! (history)
how-to-network-security-overview.md Added!! (history)
how-to-nlp-processing-batch.md Added!! (history)
how-to-outsource-data-labeling.md Added!! (history)
how-to-prepare-datasets-for-automl-images.md Added!! (history)
how-to-prevent-data-loss-exfiltration.md Added!! (history)
how-to-private-endpoint-integration-synapse.md Added!! (history)
how-to-r-interactive-development.md Added!! (history)
how-to-read-write-data-v2.md Added!! (history)
how-to-registry-network-isolation.md Added!! (history)
how-to-responsible-ai-dashboard.md Added!! (history)
how-to-responsible-ai-insights-sdk-cli.md Added!! (history)
how-to-responsible-ai-insights-ui.md Added!! (history)
how-to-responsible-ai-scorecard.md Added!! (history)
how-to-retrieval-augmented-generation-cloud-to-local.md Added!! (history)
how-to-run-jupyter-notebooks.md Added!! (history)
how-to-safely-rollout-online-endpoints.md Added!! (history)
how-to-schedule-data-import.md Added!! (history)
how-to-schedule-pipeline-job.md Added!! (history)
how-to-search-assets.md Added!! (history)
how-to-secure-batch-endpoint.md Added!! (history)
how-to-secure-inferencing-vnet.md Added!! (history)
how-to-secure-kubernetes-inferencing-environment.md Added!! (history)
how-to-secure-kubernetes-online-endpoint.md Added!! (history)
how-to-secure-online-endpoint.md Added!! (history)
how-to-secure-rag-workflows.md Added!! (history)
how-to-secure-training-vnet.md Added!! (history)
how-to-secure-workspace-vnet.md Added!! (history)
how-to-securely-attach-databricks.md Added!! (history)
how-to-setup-access-control-feature-store.md Added!! (history)
how-to-setup-authentication.md Added!! (history)
how-to-setup-customer-managed-keys.md Added!! (history)
how-to-setup-mlops-azureml.md Added!! (history)
how-to-setup-mlops-github-azure-ml.md Added!! (history)
how-to-setup-vs-code.md Added!! (history)
how-to-share-data-across-workspaces-with-registries.md Added!! (history)
how-to-share-models-pipelines-across-workspaces-with-registries.md Added!! (history)
how-to-submit-spark-jobs.md Added!! (history)
how-to-track-experiments-mlflow.md Added!! (history)
how-to-track-monitor-analyze-runs.md Added!! (history)
how-to-track-monitor-organize-jobs.md Added!! (history)
how-to-train-distributed-gpu.md Added!! (history)
how-to-train-keras.md Added!! (history)
how-to-train-mlflow-projects.md Added!! (history)
how-to-train-model.md Added!! (history)
how-to-train-pytorch.md Added!! (history)
how-to-train-scikit-learn.md Added!! (history)
how-to-train-tensorflow.md Added!! (history)
how-to-train-with-ui.md Added!! (history)
how-to-troubleshoot-auto-ml.md Added!! (history)
how-to-troubleshoot-batch-endpoints.md Added!! (history)
how-to-troubleshoot-data-access.md Added!! (history)
how-to-troubleshoot-data-labeling.md Added!! (history)
how-to-troubleshoot-environments.md Added!! (history)
how-to-troubleshoot-kubernetes-compute.md Added!! (history)
how-to-troubleshoot-kubernetes-extension.md Added!! (history)
how-to-troubleshoot-managed-network.md Added!! (history)
how-to-troubleshoot-online-endpoints.md Added!! (history)
how-to-troubleshoot-protobuf-descriptor-error.md Added!! (history)
how-to-troubleshoot-secure-connection-workspace.md Added!! (history)
how-to-troubleshoot-validation-for-schema-failed-error.md Added!! (history)
how-to-tune-hyperparameters.md Added!! (history)
how-to-understand-automated-ml.md Added!! (history)
how-to-use-automated-ml-for-ml-models.md Added!! (history)
how-to-use-automl-onnx-model-dotnet.md Added!! (history)
how-to-use-automl-small-object-detect.md Added!! (history)
how-to-use-batch-azure-data-factory.md Added!! (history)
how-to-use-batch-fabric.md Added!! (history)
how-to-use-batch-model-deployments.md Added!! (history)
how-to-use-batch-model-openai-embeddings.md Added!! (history)
how-to-use-batch-pipeline-deployments.md Added!! (history)
how-to-use-batch-pipeline-from-job.md Added!! (history)
how-to-use-batch-scoring-pipeline.md Added!! (history)
how-to-use-batch-training-pipeline.md Added!! (history)
how-to-use-event-grid-batch.md Added!! (history)
how-to-use-event-grid.md Added!! (history)
how-to-use-foundation-models.md Added!! (history)
how-to-use-low-priority-batch.md Added!! (history)
how-to-use-mlflow-azure-databricks.md Added!! (history)
how-to-use-mlflow-azure-synapse.md Added!! (history)
how-to-use-mlflow-cli-runs.md Added!! (history)
how-to-use-mlflow-configure-tracking.md Added!! (history)
how-to-use-parallel-job-in-pipeline.md Added!! (history)
how-to-use-pipeline-component.md Added!! (history)
how-to-use-pipelines-prompt-flow.md Added!! (history)
how-to-use-retrieval-augmented-generation.md Added!! (history)
how-to-use-secrets-in-runs.md Added!! (history)
how-to-use-serverless-compute.md Added!! (history)
how-to-use-sweep-in-pipeline.md Added!! (history)
how-to-view-online-endpoints-costs.md Added!! (history)
how-to-visualize-jobs.md Added!! (history)
how-to-work-in-vs-code-remote.md Added!! (history)
how-to-workspace-diagnostic-api.md Added!! (history)
aml-clone-for-examples.md Added!! (history)
aml-delete-resource-group.md Added!! (history)
aml-managed-identity-default.md Added!! (history)
aml-managed-identity-intro.md Added!! (history)
aml-ui-cleanup.md Added!! (history)
aml-your-server-v2.md Added!! (history)
aml-your-server.md Added!! (history)
azureml-batch-clone-samples-with-studio.md Added!! (history)
azureml-batch-clone-samples.md Added!! (history)
azureml-batch-prereqs-with-studio.md Added!! (history)
azureml-batch-prereqs.md Added!! (history)
batch-endpoint-invoke-inputs-sdk.md Added!! (history)
cli-first-steps.md Added!! (history)
custom-role-data-labeling.md Added!! (history)
data-lake-storage-gen1-rename-note.md Added!! (history)
endpoint-monitor-console-reference.md Added!! (history)
endpoint-monitor-event-reference.md Added!! (history)
endpoint-monitor-traffic-reference.md Added!! (history)
machine-learning-add-dns-records.md Added!! (history)
machine-learning-amlignore-gitignore.md Added!! (history)
machine-learning-application-insight.md Added!! (history)
machine-learning-automl-sdk-version.md Added!! (history)
machine-learning-cli-prepare.md Added!! (history)
machine-learning-cli-prereqs.md Added!! (history)
machine-learning-cli-sdk-v2-prereqs.md Added!! (history)
machine-learning-cli-subscription.md Added!! (history)
machine-learning-cli-v1-deprecation.md Added!! (history)
machine-learning-cli-v1.md Added!! (history)
machine-learning-cli-v2.md Added!! (history)
machine-learning-connect-secure-workspace.md Added!! (history)
machine-learning-connect-ws-v2.md Added!! (history)
machine-learning-customer-managed-keys.md Added!! (history)
machine-learning-data-labeling-classes.md Added!! (history)
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ai-foundry

ai-services

aks

app-service

app-testing

application-gateway

azure-app-configuration

azure-arc

azure-functions

azure-government

azure-monitor

azure-netapp-files

azure-vmware

backup

confidential-computing

container-instances

copilot

cosmos-db

cost-management-billing

data-factory

defender-for-cloud

documentdb

hdinsight

healthcare-apis

includes

iot-operations

key-vault

kubernetes-fleet

machine-learning

migrate

operations

operator-service-manager

redis

reliability

sap

search

sentinel

service-connector

service-fabric

sre-agent

storage

synapse-analytics

virtual-machine-scale-sets

virtual-machines

web-application-firewall