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Algorithms (qiskit_machine_learning.algorithms)

Machine Learning Base Classes

TrainableModel

Base class for ML model.

ObjectiveFunction

An abstract objective function.

Machine Learning Objective Functions

BinaryObjectiveFunction

An objective function for binary representation of the output, e.g.

MultiClassObjectiveFunction

An objective function for multiclass representation of the output, e.g.

OneHotObjectiveFunction

An objective function for one hot encoding representation of the output, e.g.

Algorithms

Classifiers

Algorithms for data classification.

QSVC

Quantum Support Vector Classifier.

NeuralNetworkClassifier

Quantum neural network classifier.

VQC

Quantum neural network classifier.

Regressors

Quantum Support Vector Regressor.

QSVR

Quantum Support Vector Regressor.

NeuralNetworkRegressor

Quantum neural network regressor.

VQR

Quantum neural network regressor using TwoLayerQNN

Distribution Learners

DiscriminativeNetwork

Base class for discriminative Quantum or Classical Neural Networks.

GenerativeNetwork

Base class for generative Quantum and Classical Neural Networks.

NumPyDiscriminator

Discriminator based on NumPy

PyTorchDiscriminator

Discriminator based on PyTorch

QuantumGenerator

Quantum Generator.

QGAN

The Quantum Generative Adversarial Network algorithm.