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Quantum Machine Learning

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### What should we add? The [`hypothesis`](https://hypothesis.readthedocs.io/en/latest/index.html) package could help enhance the unit test coverage in this library. It's a robust toolkit for testing algorithms like QSVC with edge cases...

type: discussion 🗣️
type: enhancement ✨

### Summary This pull request introduces the QBayesian class to the Qiskit Machine Learning library. The class implements the Quantum Bayesian Inference algorithm, providing a quantum-based approach to infer probabilities...

### Environment - **Qiskit Machine Learning version**: 0.7.0 - **Python version**: 3.9.6 - **Operating system**: macOS ### What is happening? I am attempting to build a quantum version of a...

type: bug 🐞
type: enhancement ✨
Connector: PyTorch 🔦

### What should we add? Given the demand for robust coupling with PyTorch, we propose to enhance the module https://github.com/qiskit-community/qiskit-machine-learning/blob/60f2c2e1b6469b0ba878d2026c662cb5f98af50f/qiskit_machine_learning/connectors/torch_connector.py#L56 in two phases. Phase 1 will involve no or very...

type: enhancement ✨
Connector: PyTorch 🔦

I am using `EstimatorQNN` to train a NN using `TorchConnector`. This is how I define the QNN: ```feature_dim = 256 input_dim = int(np.log2(feature_dim)) feature_map = RawFeatureVector(feature_dimension=feature_dim) # amplitude encoding ansatz...

priority: high
type: bug 🐞
Connector: PyTorch 🔦

### Environment - **Qiskit Machine Learning version**: 0.7.1 - **Python version**: 3.10 - **Operating system**: Ubuntu 22.04 ### What is happening? When using `TorchConnector` on a SamplerQNN or EstimatorQNN, the...

type: bug 🐞
Connector: PyTorch 🔦

### What should we add? we should include more classifiers: - [ ] Quantum K-NN has already been done, but only fit the old version. https://github.com/GroenteLepel/qiskit-quantum-knn - [ ] Quantum...

type: feature request 💡

### Description Data re-uploading is a recently proposed idea of quantum neural network, which uses a quantum circuit with a series of data re-uploading and processing layers. Unlike the conventional...

type: enhancement ✨
on hold 🛑

### What should we add? How to train/ test a VQC model using qiskit runtime sessions? I tried encapsulating under session as below. But it seems to be running on...

status: need information
type: discussion 🗣️
Hardware runtime 💻

### Environment - **Qiskit Machine Learning version**: 0.7.1 - **Python version**: 3.11.6 - **Operating system**: Arch Linux ### What is happening? I'm trying to improve [the PKGBUILD for AUR](https://aur.archlinux.org/packages/python-qiskit-machine-learning) and...

type: bug 🐞