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parameterized variational circuit with rotation and controlled-rotation gates to prepare the desired quantum state for a given input. This step, known as quantum embedding, employs techniques like basis encoding, amplitude encoding, Hamiltonian encoding, or tensor product encoding. 2. Ansatz Layer: