Transformation of data has a significant role in machine learning and data mining. Similarly, a definition of fuzzy sets influences the final quality of fuzzy modeling applications. We will examine, how to choose the fuzzy sets or search for fuzzy partitions for fuzzy models. We propose few approaches for stipulating fuzzy sets in machine learning and data mining.