much faster by optimizing known good solutions. To use this strategy, however, prior knowledge is necessary. Additionally, this may decrease the population diversity and not allow the exploration of non-intuitive candidates. The other and most commonly used option is random selection from the search space. With this method, no prior knowledge of the system is required and no restrictions are imposed. This helps start the GA with a diverse pool of candidates and allows a wide range of chemical space to be covered.