Abstract The project constructs a stock selection model by machine learning methods to enhance the performance of benchmark index for individual investors. Stock returns prediction is highly researched topic. However, it difficult problem because prices are complex, non-linear, and chaotic. Moreover, overfitting always an important issue in field. In this article, shows that how solve these pro...