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"grid search" is a correct and usable term in written English.
You can use it to refer to the process of searching for a particular result through systematically exploring different possible combinations of parameters, such as in hyperparameter optimization. For example, "We used a grid search to optimize the hyperparameters of the neural network."
Exact(58)
We ran the grid search procedure twice.
Kernel selection; Parameter grid search; Feature selection.
Method Optimization method used (Simplex or Grid Search) 19 Opt.
(2013) incorporate a ridge regression approach to the grid search.
This makes it possible to avoid a grid search.
Fig. 3 Heatmap of RMSD from the grid search.
These parameters were set by grid search processing.
The value of γ is determined by a grid search.
The interpolation weight is found by a grid search.
Similar(2)
A "grid-search" using cross-validation is implemented.
We used grid-search cross-validation in all experiments.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com