qiskit-machine-learning

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Allow measuring subset of qubits when QuantumKernel.evaluate() is run on MPS simulator

7

### What is the expected enhancement? Right now `QuantumKernel.evaluate()` measures all qubits used in the circuit. There should be a way to take advantage of the fix given [here](https://github.com/Qiskit/qiskit-aer/pull/1277) if...

omarshehab

Extend type hints in the classifiers and regressors

4

### What is the expected behavior? Since we are going to introduce categorical labels (and perhaps categorical features), I think, we can re-consider type hints for the classifiers and regressors...

adekusar-drl

### What is the expected behavior? For statevector simulations we can use faster classical evaluation schemes for the gradients, as proposed in https://arxiv.org/abs/2009.02823 and https://arxiv.org/abs/2011.02991. These methods are significantly faster...

Cryoris

qGAN - Different behavior of numpy vs pytorch implementations of the discriminator

2

### Information - **Qiskit Aqua version**: 0.7.5 - **Python version**: 3.8.5 - **Operating system**: MacOS 10.15.7 (19H2) ### What is the current behavior? I'm running a script, based on the...

gabrieleagl

Improved content for Tutorial 2 (QAMP fall'22)

5

### Summary Enhancing the documentation of Tutorial "02_classifier_regressor" as a mentee for QAMP 2022. Mentor: @ElePT Mentee: @SanyaNanda ### Details and comments Restructured the notebook (Objective, Introduction, Tutorial and what...

SanyaNanda

Updated quantum kernel tutorials

1

### Summary This PR updates the tutorials that depend on `QuantumKernel` implementation: - `03_quantum_kernel.ipynb` - `07_pegasos_qsvc.ipynb` - `08_quantum_kernel_trainer.ipynb` Since the PR with the new quantum kernel implementation is large, I...

adekusar-drl

Pending Deprecate QuantumKernel

1

### Summary Closes #481 It references classes from #437 . It should be merged after that one. ### Details and comments

manoelmarques

Update documentation for primitives based function

1

### What is the expected enhancement? Some of this, in regards of API ref will come naturally from the inclusion of the new function. Other aspects require more direct action...

woodsp-ibm

### What should we add? In this epic we plan to implement a new version of `QuantumKernel` that will leverage the primitives introduced in Qiskit Terra: - [x] Implement new...

adekusar-drl

### What is the expected enhancement? Positional arguments in `QSVC` and `QSVR` were deprecated as of version `0.3`. So now they can be removed.

adekusar-drl