词汇:fine-tuning
相关场景
We've learned about the basic ideas of creating Alpha. The BRAIN platform ensures you create new ideas different from previously submitted Alphas through a self-correlation check process. However, you don't necessarily have to create just one Alpha from a single idea. You can expand your idea to create and submit multiple viable Alphas using the following methods.
Moreover, if you can create multiple viable Alphas from one idea, this might indicate that it's a robust idea that works well under various constraints. However, be careful not to overfit by fine-tuning too many details to increase In-Sample performance, as this could lead to poor Out-Sample performance.
>> worldquantbrain_2
>> worldquantbrain_2
我们已经了解了创建Alpha的基本思想。BRAIN平台确保您通过自相关性检查过程创建不同于之前提交的Alphas的新想法。然而,你不一定必须从一个想法中创建一个Alpha。您可以使用以下方法扩展您的想法,以创建和提交多个可行的阿尔法。此外,如果你能从一个想法中创建多个可行的阿尔法,这可能表明这是一个在各种约束下都能很好地工作的强大想法。但是,请注意不要通过微调太多细节来提高In-Sample性能,因为这可能会导致Out-Sample性能不佳。