We introduce an optimisation method for variational quantum algorithms and experimentally demonstrate a 100-fold improvement in efficiency compared to naive implementations. The effectiveness of our approach is shown by obtaining multi-dimensional energy surfaces small molecules spin model. Our solves related problems parallel exploiting the global nature Bayesian sharing information between di...