Understanding a machine learning pipeline can seem intimidating at the start , but it’s fundamentally simpler than you would think. At the heart , an AI workflow consists of several key stages. Generally, this commences with data collection - amassing substantial quantity of relevant data. Next, this data is cleaned and structured for analysis .