Machine Learning, Neural Networks, Statistics, Data Science, AI.
instead of just searching the solution space for the solution with the minimal loss over the training set, we are also taking into account the simplicity of the solution. This increases the chance that a simpler, and thus a more generalizable, solution will be selected while retaining a low error