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from qiskit_machine_learning.neural_networks import SamplerQNN sampler_qnn = SamplerQNN( circuit=qc, input_params=feature_map.parameters, weight_params=ansatz.parameters, output_shape=2, # For binary classification sampler=sampler ) # Configuring the quantum classifier with the COBYLA optimizer