Abstract: The present study explores the precise identification of Bharatanatyam hasta mudras (hand gestures) by applying advanced convolutional neural networks and deep learning methodologies.

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Gyan mudra is performed by touching the tip of the index finger to the tip of the thumb, while keeping the other three fingers straight. This gesture is believed to enhance concentration and memory.

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