I am so sick of the implication that all data is equivalent, and there is some generic notion of "big data" that we generic "data scientists" can learn how to "

I am so sick of the implication that all data is equivalent, and there is some generic notion of "big data" that we generic "data scientists" can learn how to "mine" using some generic technique called "deep learning" that will give us all the answers we need like some kind of oracle. I study biology. The shape of the data, the way it is structured, the problems we face in analyzing it, are quite different than the ones faced in user-news interaction data. Techniques that are useful for reshaping and summarizing one dataset are not necessarily applicable to another.