Update Azure Cognitive Search to latest stable/GA Python SDK version + Renaming to Azure AI Search

[farzad528]

Summary

This PR updates the Vector Database example in the Azure Search Cookbook to utilize the latest stable General Availability (GA) release of the Azure AI Search Python SDK. Additionally, it includes renaming instances of "Azure Search" to "Azure AI Search" to reflect the current branding and product naming conventions.

Motivation

The Azure Search Cookbook is a valuable resource for developers working with Azure AI Search. Keeping the cookbook examples up-to-date with the latest SDK ensures that users have access to the most current features and best practices. The rebranding from "Azure Search" to "Azure AI Search" aligns the cookbook with the official terminology, reducing confusion and improving searchability.

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[farzad528]

@pablocastro please review

[pablocastro]

Added a few comments to the notebook that would be good to address.

[pablocastro]

LGTM

[farzad528]

@simonpfish @shyamal-anadkat requesting review :)

[farzad528]

@teomusatoiu @ibigio
requesting review plz

[ibigio]

This is great, thank you! Especially appreciate the blurbs explaining what the code blocks do – super helpful. Quality contribution.

[farzad528]

thanks @ibigio can we get this merged please?