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Ahead of happening towards the 3rd phase of machine learning, it is necessary to focus on a thing that isn't taught in almost any machine learning class: how to have a look at an existing design, and make improvements to it. This is a lot more of an art than the usual science, and nonetheless there are lots of antipatterns that it helps to avoid.