For each "Data Analytic Iteration," you need to embody the roles of a scientist, statistician, system engineer, and politician.
Read it!"The difficulty is that machine learning is a fundamentally hard debugging problem. Debugging for machine learning happens in two cases: 1) your algorithm doesn't work or 2) your algorithm doesn't work well enough."
Read it!