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Materials informatics has attracted significant attention toward the efficient discovery and development of new functional materials. Machine‐learning regression techniques have often been used to establish a link between properties. In this respect, precise and rational regression is contingent on the choice of descriptors used to represent both composition and structural information. The usage...