pennylane

Builds and validates differentiable quantum circuits, hybrid learning models, and molecular or combinatorial optimization workflows.

When to use it

Use for variational quantum algorithms, quantum machine learning, simulator validation, and transferring validated circuits to provider plugins.

Give it a quantum circuit, learning, or optimization task; it builds code and checks circuit values, gradients, and optimization results.