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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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Hi! This demo request refers to [Issue #4929](https://github.com/PennyLaneAI/pennylane/issues/4929) for Pennylane, about implementing dropout for Quantum Neural Networks directly in Pennylane. ------------------------------------------------------------------------------------------------------------ **Title:** Dropout for Quantum Neural Networks **Summary:** In this...

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

**Context:** we'd like to catch PL deprecation warnings as early as possible, so we can fix them well before feature freeze. We already do this with PL and plugin tests,...

**Title:** **Summary:** Updates "Using PennyLane with PySCF and OpenFermion" demo to use pyscf integrals to compute a Hamiltonian. Also mentions the direct access of `molecular_hamiltonian` to PySCF. **Relevant references:** **Possible...

qchem

**Intro to Error Propagation with PennyLane** **Summary:** Highlight how a user could "hack" in some simple error tracking and propagation into PennyLane. ---- If you are writing a demonstration, please...

do not merge

**Title:** Reinforcement learning for gate calibration **Summary:** In this demo we learn how quantum gates are implemented in superconducting quantum circuits in practice. We will understand why we need to...

------------------------------------------------------------------------------------------------------------ **Title:** Symmetry-invariant quantum machine learning force fields **Summary:** Tutorial on equivariant QML for learning energy and forces in a H2O molecule **Relevant references:** https://arxiv.org/abs/2311.11362 **Possible Drawbacks:** long to train...

Remove UserWarning about defining line style two times.

**Title:** Add new note from `qml.eigvals` to the tutorial on qubit tapering **Summary:** In order to clear some previous confusion regarding the eigensprectrum for the charged molecule HeH+ in the...

**Title:** Efficient Simulation of Clifford Circuits **Summary:** Adds a tutorial for utilizing the new Clifford simulation device. **Relevant references:** **Possible Drawbacks:** **Related GitHub Issues:**

WIP