Establishing a robust machine learning workflow is paramount for achieving consistent and scalable results. A well-defined workflow includes a series of steps that lead you from data procurement to model implementation. First, it's crucial to specify your goals and gather the appropriate dataset. Data transformation follows, requiring techniques li