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GridSearchCV does allow param_grid to be a list of grid-dicts, which sometimes is sufficient. In this case, separate grids are generated and their union is searched. There isn't quite a convenient implementation by which you provide your own list of hyperparameter points. But looking at the source code for GridSearchCV, you'll notice that it's amazingly ...

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