Quantum Neural Networks (QNNs) are a cutting-edge intersection of quantum computing and artificial neural networks. They leverage the principles of quantum mechanics to perform computations that would be infeasible for classical computers. By utilizing quantum bits (qubits) and quantum gates, QNNs can process and analyze complex data sets more efficiently than traditional methods.