Automating Data Collection For AI At Morningstar Machine learning systems work by generalizing learnings from data, so if that data is insufficient in quantity or poor in quality, then the machine learning project will fail. Nothing is more true for artificial intelligence than the tech adage, “garbage in is garbage out”.