MicrosoftDocs/azure-ai-docs/articles/machine-learning

Update articles/machine-learning/how-to-managed-network.md Co-authored-by: learn-build-service-prod-05[bot] <274429479+learn-build-service-prod-05[bot]@users.noreply.github.com>

Document managed network firewall log viewing process Added instructions for viewing managed network firewall logs in Azure Machine Learning.

Add Compute Instance image 26.09.09 release notes (#855) * docs(compute): add image 26.09.09 release notes Document the deployed Compute Instance image versions for the SDK, Jupyter core, NVIDIA driver, and CUDA. Authored-by: GitHub Copilot CLI v1.0.75 Model: GPT-5.6 Sol (gpt-5.6-sol) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Copilot-Session: 71da3848-2cb8-4fa6-afe9-7c3cff8b5b8c * docs(compute): add Python version to image notes Include the Python 3.10.21 version measured in the azureml_py310_sdkv2 environment for image 26.09.09. Authored-by: GitHub Copilot CLI v1.0.75 Model: GPT-5.6 Sol (gpt-5.6-sol) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Copilot-Session: 71da3848-2cb8-4fa6-afe9-7c3cff8b5b8c --------- Co-authored-by: Sharvin Jondhale <shjondhale@microsoft.com> Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Copilot-Session: 71da3848-2cb8-4fa6-afe9-7c3cff8b5b8c

Update articles/machine-learning/data-science-virtual-machine/vm-do-ten-things.md Co-authored-by: learn-build-service-prod-02[bot] <274428175+learn-build-service-prod-02[bot]@users.noreply.github.com>

fix code blocks

Add deprecation notice for Azure Machine Learning data labeling service (#14417) * Add deprecation notice for Azure Machine Learning data labeling service * Reformat deprecation notice for Azure Machine Learning data labeling service * Refine deprecation notice for Azure Machine Learning data labeling service for clarity and consistency * Add deprecation notice for Azure Machine Learning data labeling service across multiple articles

Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-10[bot] <274431553+learn-build-service-prod-10[bot]@users.noreply.github.com> Co-authored-by: learn-build-service-prod-09[bot] <274431102+learn-build-service-prod-09[bot]@users.noreply.github.com>

Apply fact-check corrections to Azure ML freshness edits - Restore a correct SDK v2 custom output-path example using Output(path=custom_path) - Make pipeline output download snippets self-contained (define job_name, download_path, output_port_name) - Replace SDK v1 supportedmodels API link with current supported-algorithms guidance - Fix prompt flow input references from ${input.<name>} to ${inputs.<name>} Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>

Refresh Azure Machine Learning guidance Correct pipeline samples and damaged registration content, update Automated ML deployment guidance, fix prompt flow JSON, and verify current inference images. Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>

Merge pull request #14454 from s-polly/scottpolly-review-devops-ml Clarify Azure DevOps and job data guidance

Fix formatting issue in troubleshooting table for scheduled pipeline jobs

Improve clarity and accuracy in scheduling pipeline jobs documentation

Update schedule job documentation for accuracy and clarity

Clarify Azure DevOps and job data guidance Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>

Removed absolute link

Update troubleshooting guide for private endpoint connections with improved clarity and accuracy

Update hyperparameter tuning documentation for clarity and accuracy

Merge pull request #14357 from s-polly/freshness-630042-deploy-model Freshness: Tutorial: Deploy a model as an online endpoint (AB#630042)

Freshness: Evaluate AutoML experiment results (#14340) * Freshness: Evaluate AutoML experiment results * Apply batched suggestions from code review Co-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com> * Update evaluation references and add ai-usage metadata in AutoML articles --------- Co-authored-by: learn-build-service-prod-08[bot] <274430765+learn-build-service-prod-08[bot]@users.noreply.github.com>

Freshness: fix code defect + links in Deploy a model tutorial (AB#630042) Apply verification-confirmed fixes: refresh ms.date; fix a broken SDK call in the traffic cutover (ml_client.begin_create_or_update -> ml_client.online_endpoints.begin_create_or_update); repair a broken cross-reference anchor (how-to-manage-models.md#register-your-model-as-an-asset... -> #register-a-model-by-using-the-azure-cli-or-python-sdk); make two in-comment pricing URLs locale-neutral; add missing blank lines after two headings. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>