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Shear resistance of FRP reinforced concrete element may be affected by tangible properties and transverse FRP stirrups. Thus, studying the shear strength (Vs) method is one of the extremely needed for pre-design procedure for reinforced concrete elements. This study examines the ability of three machine understanding (ML) models called M5-Tree (M5), severe discovering device (ELM), and random forest (RF) in forecasting Vs of 112 shear examinations of FRP reinforced concrete beam with transverse support. For generating