MindQuantum Documents ====================== MindQuantum is a general-purpose quantum computing library designed to train and infer multiple quantum neural networks. Developed by MindSpore and HiQ, it leverages the quantum computing simulator developed by HiQ and high-performance automatic differentiation of MindSpore, ensuring MindQuantum can efficiently solve problems in quantum machine learning, chemistry simulation, and optimization. It provides a platform for researchers, teachers, and students to quickly design and verify quantum machine learning algorithms. .. raw:: html <img src="https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/docs/mindquantum/docs/source_en/images/mindquantum_en.png" width="700px" alt="" > Typical Application Scenarios ------------------------------ 1. `Quantum Machine Learning <https://www.mindspore.cn/mindquantum/docs/en/r0.6/qnn_for_nlp.html>`_ Add the quantum neural network to the training process to improve the convergence accuracy. 2. `Quantum Chemical Simulation <https://www.mindspore.cn/mindquantum/docs/en/r0.6/vqe_for_quantum_chemistry.html>`_ Use VQE to solve the ground state energy of molecular system. 3. `Quantum Combinatorial Optimization <https://www.mindspore.cn/mindquantum/docs/en/r0.6/quantum_approximate_optimization_algorithm.html>`_ Use QAOA to solve the Max-Cut problem. .. toctree:: :glob: :maxdepth: 1 :caption: Installation mindquantum_install .. toctree:: :glob: :maxdepth: 1 :caption: Guide parameterized_quantum_circuit initial_experience_of_quantum_neural_network get_gradient_of_PQC_with_mindquantum .. toctree:: :glob: :maxdepth: 1 :caption: Variational Quantum Algorithm classification_of_iris_by_qnn quantum_approximate_optimization_algorithm qnn_for_nlp vqe_for_quantum_chemistry .. toctree:: :glob: :maxdepth: 1 :caption: General Quantum Algorithm quantum_phase_estimation grover_search_algorithm shor_algorithm .. toctree:: :maxdepth: 1 :caption: API References mindquantum.core mindquantum.simulator mindquantum.framework mindquantum.algorithm mindquantum.io mindquantum.engine mindquantum.utils .. toctree:: :glob: :maxdepth: 1 :caption: RELEASE NOTES RELEASE