To bring this full circle we can look at statistical inference as providing the theoretical basis for many aspects of algorithmic learning theory, from understanding and modeling the data to evaluating and improving the performance of learning algorithms.
Have you noticed pricing on e-commerce websites change depending on the day or time that you checked? Or a product from the same company listed elsewhere with a different price that appears to be lower?