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quantum-inspired-algorithm

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Automatic_design_of_quantum_feature_maps_Genetic_Auto-Generation

sergio94al / Automatic_design_of_quantum_feature_maps_Genetic_Auto-Generation

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Registered Software. Official code of the published article "Automatic design of quantum feature maps". This quantum machine learning technique allows to auto-generate quantum-inspired classifiers by using multiobjetive genetic algorithms for tabular data.

machine-learning qml genetic-algorithm artificial-intelligence quantum-computing evolutionary-algorithms kernel-methods optimization-methods genetic-algorithms evolutionary-strategy quantum-algorithms multiobjective-optimization classifiers quantum-machine-learning supervised-learning-algorithms automatic-machine-learning quantum-inspired-algorithm quantum-kernel
  • Updated Mar 18, 2024
  • Jupyter Notebook

sergio94al / AutoQML-Quantum-Inspired-Kernels-by-Using-Genetic-Algorithms-for-Grayscale-images

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This quantum machine learning technique allows to auto-generate quantum-inspired classifiers by using multiobjetive genetic algorithms for grayscale images, optimizing both quantum circuits and dimensionality reduction method.

machine-learning optimization artificial-intelligence evolutionary-algorithms genetic-algorithms automl quantum-machine-learning automatic-machine-learning quantum-inspired-algorithm quantum-artificial-intelligence quantum-kernel
  • Updated Nov 8, 2024
  • Jupyter Notebook

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