优化机器学习模型:比较网格搜索、随机搜索与Optuna
原文英文,约1700词,阅读约需6分钟。发表于: 。Imagine you’re planning a road trip, and you quickly pick a random car. It gets you to your destination, but it’s not the smoothest ride. Later, you realize there was a better car for the trip....
本文探讨了超参数在机器学习中的重要性,通过糖尿病数据集比较了网格搜索、随机搜索和Optuna三种调优方法。结果表明,Optuna在降低均方误差方面表现最佳,凸显了超参数调优的关键作用。