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Introductions to key concepts in quantum programming, as well as tutorials and implementations from cutting-edge quantum computing research.

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The purpose of this PR is to leave only those related demos that the author explicitly wants to be there. (At the moment I have checked a third of the...

One of the tasks I am working on is to move some demos to torch or jax instead of autograd (`from pennylane import numpy` should not appear in the demo)....

Bumps [cryptography](https://github.com/pyca/cryptography) from 41.0.3 to 41.0.4. Changelog Sourced from cryptography's changelog. 41.0.4 - 2023-09-19 * Updated Windows, macOS, and Linux wheels to be compiled with OpenSSL 3.1.3. .. _v41-0-3: Commits...

dependencies

#### General information **Name** Thomas Nathaniel Toseland (My GitHub ID is AVON257). **Affiliation** (optional) University of St Andrews. **Twitter** (optional) I don't have Twitter but anyone interested can email me...

demos

### Before submitting Please complete the following checklist when submitting a PR: - [ ] Ensure that your tutorial executes correctly, and conforms to the guidelines specified in the [README](../README.md)....

ci:build-all-qml-demos

In this PR we solve [this issue](https://github.com/PennyLaneAI/qml/issues/441)

All that's been done here is that various image files used within demos (not including hero images or the like) have been renamed to give them more descriptive names. This...

### Before submitting Please complete the following checklist when submitting a PR: - [ ] Ensure that your tutorial executes correctly, and conforms to the guidelines specified in the [README](../README.md)....

We already have a more technical description of the metadata files - this markdown file is just an explanation of what they are for people who are writing a demo...

------------------------------------------------------------------------------------------------------------ **Title:** Find the first excitation energy of hydrogen molecule with VQD **Summary:** **Relevant references:** **Possible Drawbacks:** **Related GitHub Issues:** ---- If you are writing a demonstration, please answer these...