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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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Currently, several demos are not executed when the website is deployed, for a couple of reasons: * Execution time: `qgrnn`, `qonn`, `quantum_neural_net` * Requires access to hardware/external services or APIs:...

enhancement

The [demonstrations page](https://pennylane.ai/qml/demonstrations.html) should have a section at the bottom, providing the Python environment details used to build the tutorials. For example, something like the following: ```rest .. rubric:: Running...

enhancement

Following the site re-design, it is now straightforward for a user landing on the main page (or main demo page) to find the entry point to the basic demos. However,...

enhancement
demos

**Title:** Quantum Resource Estimation **Summary:** **Relevant references:** **Possible Drawbacks:** **Related GitHub Issues:**

WIP
qchem
ignore-qml-cache

This PR modifies the circuit ansatz in the tapering demo to now use tapered excitations. This update correction does not have any effect on the conclusion/results in the demo.

enhancement
qchem
ignore-qml-cache

Brief demo highlighting - classical shadow theory - new PennyLane implementations, i.e. differentiability - compare quantum resources with standard methods

ignore-qml-cache

**Title:** Using external quantum chemistry libraries **Summary:** This demo shows ho to build molecular Hamiltonian using external libraries such as PySCF and OpenFermion. **Relevant references:** **Possible Drawbacks:** **Related GitHub Issues:**

Updates the QML website to use the centralized Xanadu Sphinx Theme, ensuring that there is a single source of truth for the PennyLane website styling, shared by all portions of...

#### Issue description On the QML website, the back relation is sticky. This leads to situations where the UI looks like this: * *Expected behavior:* The back relation does not...