Establishing a robust machine learning workflow is paramount for obtaining consistent and scalable results. A well-defined workflow encompasses a series of phases that guide you from data acquisition to model deployment. Primarily, it's crucial to outline your objectives and gather the relevant dataset. Data transformation follows, requiring techni