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algorithms/qml/readme.md

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@@ -13,7 +13,8 @@ including state preparation, circuit design, training procedures, and performanc
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upon the deep-learning PyTorch module.
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- **Quantum Generative Adversarial Networks (GANs)** - A quantum analogue of a classical learning algorithm that generates new
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data which mimics the training set data. The original model is trained by an adversarial optimization in a two-player minmax game,
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utilizing a gradient-based learning. In the quantum algorithm, the classical neural networks are replaced by quantum neural networks.
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utilizing a gradient-based learning. In the quantum algorithm, the classical neural networks are replaced by quantum neural networks,
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which are parameterized quantum circuits.
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- **Quantum Support Vector Machine (QSVM)** - Quantum version of the classical machine learning algorithm, classifying
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data points between into two distinct categories. Employing the dual problem formulation, the classification is dictated by a
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defined feature map and the

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