The domain of medical diagnosis is continuously progressing from the implementation of artificial intelligence (AI). One particularly promising application lies in the automated classification of red blood cells, a crucial task for pinpointing various hematological disorders. AI algorithms, educated on comprehensive datasets of red blood cell image