Before applying machine learning, you should get to know the data and build heuristics.
Read it!"The norm is that of a lonely life for the data scientist. Whether they lie near analytics, machine learning, or elsewhere in the large latent space that spans this ill-defined role, just like in the curse of high-dimensionality, they are likely alone."
Read it!A refresher on the theory behind Mean Squared Error.
Read it!