sQUlearn version 0.10.1

What's Changed

• Update docstring for HighDimEncodingCircuit by @kit0kat in #370
• fix PQC initialization in evaluate_qnn by @MoritzWillmann in #369
• Bugfix for drawing RandomEncodingCircuit by @kit0kat in #371
• Fix "See Also" docstrings by @MoritzWillmann in #373
• Fix numpy scalar extraction by @MoritzWillmann in #372
• Fix zero num_features by @MoritzWillmann in #374
• Release 0.10.1 by @MoritzWillmann in #376

New Contributors

• @kit0kat made their first contribution in #370

Full Changelog: v0.10.0...v0.10.1

sQUlearn version 0.10.0

What's Changed

• fix matplotlib-inline version for minimal test by @MoritzWillmann in #361
• Add differential equation solver (High level QKODE) for Quantum Kernels by @RobertoFlorez in #317
• fix parameter initialization by @MoritzWillmann in #359
• fix num_encoding_slots in QiskitEncodingCircuit by @MoritzWillmann in #360
• Add MeanSquaredError Loss by @MoritzWillmann in #362
• Add break condition choice to adam minimize by @MoritzWillmann in #363
• Update workflows and requirements by @MoritzWillmann in #364
• Workflow refactoring by @MoritzWillmann in #365
• add func_update break condition to adam by @MoritzWillmann in #366
• Release 0.10.0 by @MoritzWillmann in #368

Full Changelog: v0.9.1...v0.10.0

sQUlearn version 0.9.1

What's Changed

• updated ibm runtime by @NicoRenaud in #354
• fix tests by @MoritzWillmann in #355
• Version 0.9.1 by @MoritzWillmann in #356

New Contributors

• @NicoRenaud made their first contribution in #354

Full Changelog: v0.9.0...v0.9.1

sQUlearn version 0.9.0

What's Changed

• adjustments in the executor for pennylane lightning gpu by @David-Kreplin in #341
• Update paper source by @MoritzWillmann in #342
• fix docs builds by @MoritzWillmann in #344
• fix pennylane executor by @MoritzWillmann in #343
• Remove need for num_features before fitting by @DennisKleinhans in #301
• fix autoray version to <0.8 for old versions by @MoritzWillmann in #345
• Qulacs Integration by @David-Kreplin in #319
• add qulacs to readme by @MoritzWillmann in #346
• Add CrossEntropyLoss by @MoritzWillmann in #154
• Allow General Base Primitives by @ErikWeiss in #324
• fix get_params of LayeredEncodingCircuit by @MoritzWillmann in #348
• update docstrings by @MoritzWillmann in #349
• add testfile for lowlevel QNN by @David-Kreplin in #350
• model serialization by @DennisKleinhans in #339
• Updates of documentation by @David-Kreplin in #351
• sQUlearn version 0.9.0 by @MoritzWillmann in #352

New Contributors

• @ErikWeiss made their first contribution in #324

Full Changelog: v0.8.4...v0.9.0

sQUlearn version 0.8.4

What's Changed

• fix zero param test results by @MoritzWillmann in #333
• add reference to qgpc by @MoritzWillmann in #334
• Fox doc builds by @MoritzWillmann in #335
• add scipy version dependent results by @MoritzWillmann in #336
• remove force numeric in BaseQNN by @MoritzWillmann in #337
• release 0.8.4 by @MoritzWillmann in #338

Full Changelog: v0.8.3...v0.8.4

sQUlearn version 0.8.3

What's Changed

• Add FQK derivatives using a new lowlevel class FidelityKernelExpectationValue by @RobertoFlorez in #320
• fix transpiled ec param names by @MoritzWillmann in #329
• v0.8.3 by @MoritzWillmann in #330

Full Changelog: v0.8.2...v0.8.3

sQUlearn version 0.8.2

What's Changed

• restructure kernel and qnn folders by @MoritzWillmann in #314
• Remove restriction for scikit-learn dependency by @MoritzWillmann in #316
• Hotfix for latest qiskit-ibm-runtime version by @David-Kreplin in #318
• Change from cholseky to LU decomposition in QGPR by @David-Kreplin in #323
• Fix qiskit version to <2 by @MoritzWillmann in #325
• Hot fix for Session creation by @David-Kreplin in #321
• Release 0.8.2 by @MoritzWillmann in #328

Full Changelog: v0.8.1...v0.8.2

sQUlearn version 0.8.1

What's Changed

• Fix PennyLane QubitDevice import by @MoritzWillmann in #309
• Add decompose instructions, when qiskit circuit is build. by @MHagelueken in #308
• Add qrc to schematic by @MoritzWillmann in #310
• Tutorial for the ODE QNN Regressor by @rupof in #307
• User Guide for Quantum Reservoir Computing by @Vofdy in #303
• Fix for issue 311 by @David-Kreplin in #312
• Release 0.8.1 by @MoritzWillmann in #313

New Contributors

• @Vofdy made their first contribution in #303

Full Changelog: v0.8.0...v0.8.1

v0.8.0

What's Changed

• Add derivatives for PQK by @rupof in #277
• Adaption of kernel optimizer by @DennisKleinhans in #279
• adjust docstrings and type definitions for fit methods by @DennisKleinhans in #289
• Fix: check for exisiting shot option by @David-Kreplin in #294
• High-level Quantum Reservoir Computing Implementation by @David-Kreplin in #290
• QNN Loss for ODEs by @rupof in #278
• fix docs by @MoritzWillmann in #296
• Add random encoding circuits by @David-Kreplin in #293
• Integration of HQS automatic backend selection by @David-Kreplin in #234
• Draft: Qiskit Primitives V2 Migration by @David-Kreplin in #298
• Release 0.8.0 by @MoritzWillmann in #302

New Contributors

• @rupof made their first contribution in #277

Full Changelog: v0.7.6...v0.8.0

sQUlearn version 0.7.6

What's Changed

• Validate Inputs in QNNs by @MoritzWillmann in #287
• Fix num_qubit parameter for added encoding circuits by @David-Kreplin in #285
• Release 0.7.6 by @MoritzWillmann in #288

Full Changelog: v0.7.5...v0.7.6