Machine learning-driven evaluation and optimisation of compression yielded FRP-reinforced concrete beam with T section

•Predict performance of compression yielded beam with T section by machine learning.•Various activation functions are tested for accurate prediction of moment capacity.•Support vector machine with combined kernel functions for section effectiveness.•Performance-based optimisation approach for compression yielded beam is proposed.