The evolutionary learning platform uses an optimized bi-objective intelligent evolutionary algorithm as the core to establish various customized mathematical models for accurate prediction and analysis. The evolutionary learning can effectively identify a minimum set of biological features from a large number of candidate features and build a model with the highest prediction accuracy. The evolutionary learning platform is good at large and complex systems having numerous features with strong interactions in biomedical imaging, gene and transcriptomics, AI healthcare, vaccine design and other application fields.