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Sign language is a vital mode of communication for individuals with hearing impairments. Developing accurate and efficient sign language recognition systems is crucial for enhancing accessibility and communication. This dataset, MP-Gest, has been created to facilitate research in sign language recognition using MediaPipe and deep learning techniques. This dataset is valuable for researchers aiming to advance sign language recognition, gesture analysis, and human-computer interaction studies.