[Automl Notebooks] Update deployment env to ubuntu22.04 for notebook jobs

[javed-73]

Description

Update deployment env to ubuntu22.04 for notebook jobs
Before Fix:
Failed run Bank Marketing

Error:
HttpResponseError: (EolImageBrownouts) Specified image azureml/openmpi4.1.0-ubuntu20.04 @ sha256:81ddf17ca524aad5814839271019abbdcd99ceefb1f4deacabdc7a57fbaeb1cf reached EOL. Please see troubleshooting guide, available here: https://aka.ms/oe-tsg#error-imagebuildfailure
Code: EolImageBrownouts
Message: Specified image azureml/openmpi4.1.0-ubuntu20.04 @ sha256:81ddf17ca524aad5814839271019abbdcd99ceefb1f4deacabdc7a57fbaeb1cf reached EOL.

Failed Test run orange juice
Failed BatchScoringjob

After Fix:
BatchScoring job

Checklist

• I have read the contribution guidelines.
  • General
  • SDK
  • CLI
• I have coordinated with the docs team (mldocs@microsoft.com) if this PR deletes files or changes any file names or file extensions.
• Pull request includes test coverage for the included changes.
• This notebook or file is added to the CODEOWNERS file, pointing to the author or the author's team.

[Copilot]

Pull Request Overview

This PR updates the base environment image for several Automl notebook jobs from Ubuntu 20.04 to Ubuntu 22.04.

• Change the image field in the Environment definition across notebooks.

Reviewed Changes

Copilot reviewed 6 out of 6 changed files in this pull request and generated no comments.

Show a summary per file

File	Description
automl-forecasting-task-energy-demand-advanced-mlflow.ipynb	Updated openmpi4.1.0-ubuntu20.04 → openmpi4.1.0-ubuntu22.04
auto-ml-forecasting-bike-share.ipynb	Updated openmpi4.1.0-ubuntu20.04 → openmpi4.1.0-ubuntu22.04
automl-forecasting-orange-juice-sales-mlflow.ipynb	Updated openmpi4.1.0-ubuntu20.04 → openmpi4.1.0-ubuntu22.04
auto-ml-forecasting-github-dau.ipynb	Updated openmpi4.1.0-ubuntu20.04 → openmpi4.1.0-ubuntu22.04
auto-ml-forecasting-function-gap-batch-inference.ipynb	Updated openmpi4.1.0-ubuntu20.04 → openmpi4.1.0-ubuntu22.04
automl-classification-task-bankmarketing.ipynb	Updated openmpi4.1.0-ubuntu20.04 → openmpi4.1.0-ubuntu22.04

[javed-73]

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