Updates to the Advanced techniques for QAOA tutorial

[ibrahim-shehzad]

Making updates to match the updated tutorial template

[review-notebook-app]

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[qiskit-bot]

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One or more of the following people are relevant to this code:

• @ibrahim-shehzad
• @nathanearnestnoble

[abbycross]

Need to move this to a write-access branch so that the notebook tester check can pass.

From the error message:

[40](https://github.com/Qiskit/documentation/actions/runs/23062744271/job/66993405242?pr=4805#step:6:941)
We can't run this test on pull requests from forks.

If you have write access to Qiskit/documentation, push to a new branch there
and make your pull request from that branch instead.

If you don't have write access, you must test out the notebook locally using
the instructions in https://github.com/Qiskit/documentation#execute-notebooks.
When this PR is approved, a maintainer will merge it to a new branch in
Qiskit/documentation, then make a PR from that branch into main so it can pass
CI.[40](https://github.com/Qiskit/documentation/actions/runs/23062744271/job/66993405242?pr=4805#step:6:941)
We can't run this test on pull requests from forks.

If you have write access to Qiskit/documentation, push to a new branch there
and make your pull request from that branch instead.

If you don't have write access, you must test out the notebook locally using
the instructions in https://github.com/Qiskit/documentation#execute-notebooks.
When this PR is approved, a maintainer will merge it to a new branch in
Qiskit/documentation, then make a PR from that branch into main so it can pass
CI.

[abbycross]

Note that the work continues in #4813