Machine learning optimization for microbial surfactant production

This dataset contains the raw experimental data, source code, and generated outputs used for the development and evaluation of multiple linear regression (MLR), Random Forest (RF), and artificial neural network (ANN) models. It also includes the scripts used for data augmentation, multi-objective optimization, TOPSIS based ranking, and the figures presented in the associated study.