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Introduction Data labeling is the process of annotating raw data, like images, text, or even sensor inputs, to produce structured datasets of which train machine understanding models for AI applications. From discovering tumors in clinical images to classifying customer reviews within e-commerce, high-quality files labeling is necessary for building exact and reliable AJAI systems. However, problems like inconsistency, scalability, and privacy may hinder success. This kind of article outlines wise strategies an