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Beginner tutorials

The following tutorial introduce the core PennyLane concepts, including QNodes, plugins, and devices, via simple and easy-to-follow implementations.

.. customgalleryitem::
    :tooltip: Use quantum machine learning to rotate a qubit.
    :figure: beginner/qubit_rotation/bloch.png
    :description: :doc:`tutorial/tutorial_qubit_rotation`

.. customgalleryitem::
    :tooltip: Use quantum machine learning to tune a beamsplitter.
    :figure: beginner/gaussian_transformation/gauss-circuit.png
    :description: :doc:`tutorial/tutorial_gaussian_transformation`

.. customgalleryitem::
    :tooltip: Use quantum machine learning in a multi-device quantum algorithm.
    :figure: beginner/plugins_hybrid/photon_redirection.png
    :description: :doc:`tutorial/tutorial_plugins_hybrid`

.. customgalleryitem::
    :tooltip: Multiple expectation values, Jacobians, and keyword arguments.
    :description: :doc:`tutorial/tutorial_advanced_usage`

.. customgalleryitem::
    :tooltip: Extend PyTorch with real quantum computing power.
    :figure: beginner/pytorch_noise/bloch.gif
    :description: :doc:`tutorial/pytorch_noise`

.. customgalleryitem::
    :tooltip: Explore quantum chemistry in PennyLane.
    :figure: beginner/quantum_chemistry/water_structure.png
    :description: :doc:`tutorial/tutorial_quantum_chemistry`

.. toctree::
    :maxdepth: 2
    :caption: Beginner tutorial
    :hidden:

    tutorial/tutorial_qubit_rotation
    tutorial/tutorial_gaussian_transformation
    tutorial/tutorial_plugins_hybrid
    tutorial/tutorial_advanced_usage
    tutorial/pytorch_noise
    tutorial/tutorial_quantum_chemistry