It's easy to believe that machine learning is hard. An arcane craft known only to a select few academics. As it turns out, like all of the best frameworks we have for understanding our world, e.g. Newton's Laws of Motion, Jobs to be Done, Supply & Demand - the best ideas and concepts in machine learning are simple.