Modeling and optimization of African pear seed oil esterification and transesterification using artificial neural network and response surface methodology comparative analysis

•Two-step methanolysis was optimized using RSM and ANN techniques.•ANN gave better predictions than RSM.•The models predictions correlated well with experimental.•Mild conditions, short reaction time and less material requirement was achieved with RSM.