V2EX grid search

Grid Search

定义 / Definition

Grid search(网格搜索):一种常用的超参数调优方法。它会在预先设定的参数取值“网格”上穷举所有组合,通过交叉验证或验证集评估,选出表现最好的参数配置。(在机器学习、统计建模与优化中很常见。)

发音 / Pronunciation (IPA)

/rd st/

例句 / Examples

We used grid search to choose the best learning rate.
我们用网格搜索来选择最佳学习率。

After defining a grid of values for C and gamma, the team ran grid search with cross-validation to find the hyperparameters that minimized validation error on the classification task.
在为 C 和 gamma 设定了一组取值网格后,团队通过交叉验证运行网格搜索,找出能在该分类任务上使验证误差最小的超参数。

词源 / Etymology

grid 原意为“格子、网格”(指像方格纸一样的结构),search 意为“搜索”。合起来的 grid search 字面意思就是“在网格上搜索”,对应其做法:在离散的参数格点上逐一尝试并比较结果。该术语在机器学习与统计学习领域中广泛使用,用来描述系统化的参数穷举调参流程。

相关词 / Related Words

文学与著作中的用例 / Notable Works

  • The Elements of Statistical Learning(Hastie, Tibshirani, Friedman)
  • Pattern Recognition and Machine Learning(Christopher M. Bishop)
  • Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow(Aurélien Géron)
  • Python Machine Learning(Sebastian Raschka 等)
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