Superconducting circuits are a prime contender both for realizing fault-tolerant quantum processors and for executing noisy intermediate-scale quantum (NISQ) algorithms. After a brief introduction to the quantum physics of superconducting circuits I will focus on the latter. The quantum approximate optimization algorithm (QAOA) is one of a whole class of variational methods, which are believed...