Update AI Studio to AI Foundry

[leestott]

Purpose

Update AI Studio to AI Foundry

Does this introduce a breaking change?

When developers merge from main and run the server, azd up, or azd deploy, will this produce an error?
If you're not sure, try it out on an old environment.

[ ] Yes
[x] No

Does this require changes to learn.microsoft.com docs?

This repository is referenced by (https://azure.microsoft.com/products/phi-3)
which includes deployment, settings and usage instructions.

[ ] Yes
[ x] No

Type of change

[ ] Bugfix
[ ] Feature
[ ] Code style update (formatting, local variables)
[ ] Refactoring (no functional changes, no api changes)
[ x] Documentation content changes
[ ] Other... Please describe:

[github-actions]

Check Broken URLs

We have automatically detected the following broken URLs in your files. Review and fix the paths to resolve this issue.

Check the file paths and associated broken URLs inside them. For more details, check our Contributing Guide.

File Full Path	Issues
translations/ko/md/04.Fine-tuning/Finetuning_VSCodeaitoolkit.md	# Link Line Number 1 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-hf-dataset.md 106 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-simple-dataset.md 107 3 https://github.com/microsoft/vscode-ai-toolkit/blob/main/remote-finetuning.md 119
translations/ko/md/02.QuickStart/AITookit_QuickStart.md	# Link Line Number 1 https://aka.ms/previewFinetune 97 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/QA.md 253
translations/ja/md/04.Fine-tuning/Finetuning_VSCodeaitoolkit.md	# Link Line Number 1 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-hf-dataset.md 106 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-simple-dataset.md 107 3 https://github.com/microsoft/vscode-ai-toolkit/blob/main/remote-finetuning.md 119
translations/ja/md/02.QuickStart/AITookit_QuickStart.md	# Link Line Number 1 https://aka.ms/previewFinetune 97 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/QA.md 253
translations/tw/md/04.Fine-tuning/Finetuning_VSCodeaitoolkit.md	# Link Line Number 1 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-hf-dataset.md 106 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-simple-dataset.md 107 3 https://github.com/microsoft/vscode-ai-toolkit/blob/main/remote-finetuning.md 119
translations/tw/md/02.QuickStart/AITookit_QuickStart.md	# Link Line Number 1 https://aka.ms/previewFinetune 97 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/QA.md 253
translations/es/md/04.Fine-tuning/Finetuning_VSCodeaitoolkit.md	# Link Line Number 1 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-hf-dataset.md 106 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-simple-dataset.md 107 3 https://github.com/microsoft/vscode-ai-toolkit/blob/main/remote-finetuning.md 119
translations/es/md/02.QuickStart/AITookit_QuickStart.md	# Link Line Number 1 https://aka.ms/previewFinetune 97 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/QA.md 253
translations/zh/md/04.Fine-tuning/Finetuning_VSCodeaitoolkit.md	# Link Line Number 1 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-hf-dataset.md 106 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-simple-dataset.md 107 3 https://github.com/microsoft/vscode-ai-toolkit/blob/main/remote-finetuning.md 119
translations/zh/md/02.QuickStart/AITookit_QuickStart.md	# Link Line Number 1 https://aka.ms/previewFinetune 97 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/QA.md 253
translations/fr/md/04.Fine-tuning/Finetuning_VSCodeaitoolkit.md	# Link Line Number 1 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-hf-dataset.md 106 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-simple-dataset.md 107 3 https://github.com/microsoft/vscode-ai-toolkit/blob/main/remote-finetuning.md 120
translations/fr/md/02.QuickStart/AITookit_QuickStart.md	# Link Line Number 1 https://aka.ms/previewFinetune 97 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/QA.md 253
md/04.Fine-tuning/Finetuning_VSCodeaitoolkit.md	# Link Line Number 1 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-hf-dataset.md 108 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/walkthrough-simple-dataset.md 109 3 https://github.com/microsoft/vscode-ai-toolkit/blob/main/remote-finetuning.md 122
md/02.QuickStart/AITookit_QuickStart.md	# Link Line Number 1 https://aka.ms/previewFinetune 97 2 https://github.com/microsoft/vscode-ai-toolkit/blob/main/QA.md 253