We can simplify that bound even more by assuming that we have a fixed dataset (which is the typical case in most practical ML problems), so that for a specific degree of certainty we have: Starting from this part, and based on this simplified theoretical result, we’ll begin to draw some practical concepts for the process of solving the ML problem.