Research¶
Explore cutting-edge research using PennyLane. The demonstrations below implement ideas from inspiring papers that investigate the training of quantum circuits. You can find research that targets quantum machine learning in the Quantum machine learning section, or discover other variational quantum optimization algorithms under Optimization.
Quantum machine learning¶
Delve into the plethora of exciting research made by the scientific community in quantum machine learning. Implement and run a vast array of different QML applications on your own computer—using simulators from Xanadu, IBM, Google, Rigetti, and many more—or on real hardware devices.
Optimization¶
Here you will find demonstrations showcasing quantum optimization. Explore various topics and ideas, such as the shots-frugal Rosalin optimizer, the variational quantum thermalizer, or the issue of barren plateaus in quantum neural networks.
Quantum computing¶
Explore the applications of PennyLane to more general quantum computing tasks such as benchmarking and characterizing quantum processors.
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