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 computing

Explore the applications of PennyLane to more general quantum computing tasks such as benchmarking and characterizing quantum processors.