Explore the applications of PennyLane to general quantum computing tasks such as benchmarking and characterizing quantum processors.
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:tooltip: Learn how to compute the quantum volume of a quantum processor.
:figure: demonstrations/quantum_volume/quantum_volume_thumbnail.png
:description: :doc:`demos/quantum_volume`
:tags: characterization qiskit
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:tooltip: Learn how to sample quantum states uniformly at random
:figure: demonstrations/haar_measure/spherical_int_dtheta.png
:description: :doc:`demos/tutorial_haar_measure`
:tags: quantumcomputing
.. gallery-item:: :tooltip: Explore the amazing applications of unitary t-designs. :figure: demonstrations/unitary_designs/fano.png :description: :doc:`demos/tutorial_unitary_designs` :tags: quantumcomputing
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:tooltip: Approximate quantum states with classical shadows.
:figure: demonstrations/classical_shadows/atom_shadow.png
:description: :doc:`demos/tutorial_classical_shadows`
:tags: quantumcomputing characterization
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:tooltip: Making a quantum machine learning model using neutral atoms
:figure: demonstrations/pasqal/pasqal_thumbnail.png
:description: :doc:`demos/tutorial_pasqal`
:tags: cirq tensorflow
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:tooltip: Beyond classical computing with qsim.
:figure: demonstrations/qsim_beyond_classical/sycamore.png
:description: :doc:`demos/qsim_beyond_classical`
:tags: cirq qsim
.. gallery-item:: :tooltip: Construct and simulate a Gaussian Boson Sampler. :figure: demonstrations/gbs_thumbnail.png :description: :doc:`demos/gbs` :tags: photonics strawberryfields
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:tooltip: Quantum computing using trapped ions
:figure: demonstrations/trapped_ions/trapped_ions_tn.png
:description: :doc:`demos/tutorial_trapped_ions`
:tags: quantumcomputing
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:tooltip: Error mitigation with Mitiq and PennyLane
:figure: demonstrations/error_mitigation/laptop.png
:description: :doc:`demos/tutorial_error_mitigation`
:tags: quantumcomputing
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:tooltip: Quantum computing with superconducting qubits
:figure: demonstrations/sc_qubits/sc_qubits_tn.png
:description: :doc:`demos/tutorial_sc_qubits`
:tags: quantumcomputing
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:tooltip: Photonic quantum computers
:figure: demonstrations/photonics/photonics_tn.png
:description: :doc:`demos/tutorial_photonics`
:tags: quantumcomputing
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:tooltip: Learn about the toric code and its excitations
:figure: demonstrations/toric_code/types_of_loops.png
:description: :doc:`demos/tutorial_toric_code`
:tags: errorcorrection
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:tooltip: Learn how to simulate a large quantum circuits with smaller ones
:figure: demonstrations/quantum_circuit_cutting/cutqc_logo.png
:description: :doc:`demos/tutorial_quantum_circuit_cutting`
:tags: quantumcomputing
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:tooltip: Compare simultaneously measuring qubit-wise-commuting observables with classical shadows
:figure: demonstrations/diffable_shadows/pauli_shadows.jpg
:description: :doc:`demos/tutorial_diffable_shadows`
:tags: classical shadows qubit wise commuting observables
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:tooltip: Measurement-based quantum computation
:figure: demonstrations/mbqc/thumbnail_mbqc.png
:description: :doc:`demos/tutorial_mbqc`
:tags: quantumcomputing MBQC
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:tooltip: Test if a system possesses discrete symmetries
:figure: demonstrations/testing_symmetry/thumbnail_tutorial_testing_symmetry.png
:description: :doc:`demos/tutorial_testing_symmetry`
:tags: quantumcomputing symmetry
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:tooltip: Simulate differentiable pulse programs with qubits in PennyLane
:figure: demonstrations/pulse_programming101/thumbnail_tutorial_pulse_programming.png
:description: :doc:`demos/tutorial_pulse_programming101`
:tags: jax pulses pulse programming gate quantum optimal control
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:tooltip: Neutral atom-based quantum hardware
:figure: demonstrations/neutral_atoms/thumbnail_tutorial_neutral_atoms.png
:description: :doc:`demos/tutorial_neutral_atoms`
:tags: quantumcomputing symmetry
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:tooltip: Create and run a pulse program on neutral atom hardware
:figure: demonstrations/ahs_aquila/thumbnail_tutorial_pulse_on_hardware.png
:description: :doc:`demos/ahs_aquila`
:tags: pulses pulse programming neutral atom hardware
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:tooltip: Learn how to interpret the Bernstein-Vazirani algorithm with qutrits
:figure: demonstrations/qutrits_bernstein_vazirani/thumbnail_tutorial_qutrits_bernstein_vazirani.png
:description: :doc:`demos/tutorial_qutrits_bernstein_vazirani`
:tags: qutrits algorithm
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:tooltip: Master the basics of the quantum singular value transformation
:figure: demonstrations/intro_qsvt/thumbnail_intro_qsvt.png
:description: :doc:`demos/tutorial_intro_qsvt`
:tags: qsvt quantumcomputing algorithms
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:tooltip: Learn about circuit transformations and quantum circuit compilation with PennyLane
:figure: demonstrations/circuit_compilation/thumbnail_tutorial_circuit_compilation.png
:description: :doc:`demos/tutorial_circuit_compilation`
:tags: quantumcomputing
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:tooltip: ZX calculus
:figure: demonstrations/zx_calculus/thumbnail_tutorial_zx_calculus.png
:description: :doc:`demos/tutorial_zx_calculus`
:tags: quantumcomputing ZX calculus ZXH parameter shif
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:tooltip: Learn about noise-aware zero noise extrapolation
:figure: demonstrations/mitigation_advantage/thumbnail_tutorial_mitigation_advantage.png
:description: :doc:`demos/tutorial_mitigation_advantage`
:tags: quantumcomputing ZNE PEC zero noise extrapolation quantum advantage
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:tooltip: Grover's Algorithm
:figure: demonstrations/grovers_algorithm/thumbnail_tutorial_grovers_algorithm.png
:description: :doc:`demos/tutorial_grovers_algorithm`
:tags: quantumcomputing
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:tooltip: QSVT in Practice
:figure: demonstrations/apply_qsvt/thumbnail_tutorial_QSVT_for_Matrix_Inversion.png
:description: :doc:`demos/tutorial_apply_qsvt`
:tags: quantumcomputing qsvt optimization
.. toctree::
:maxdepth: 2
:hidden:
demos/quantum_volume
demos/tutorial_haar_measure
demos/tutorial_unitary_designs
demos/tutorial_classical_shadows
demos/tutorial_pasqal
demos/qsim_beyond_classical
demos/gbs
demos/tutorial_trapped_ions
demos/tutorial_error_mitigation
demos/tutorial_sc_qubits
demos/tutorial_photonics
demos/tutorial_toric_code
demos/tutorial_quantum_circuit_cutting
demos/tutorial_testing_symmetry
demos/tutorial_diffable_shadows
demos/tutorial_mbqc
demos/tutorial_zx_calculus
demos/tutorial_pulse_programming101
demos/tutorial_neutral_atoms
demos/ahs_aquila
demos/tutorial_qutrits_bernstein_vazirani
demos/tutorial_circuit_compilation
demos/tutorial_intro_qsvt
demos/tutorial_grovers_algorithm
demos/tutorial_apply_qsvt