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Docs: minor fixes
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@@ -141,7 +141,7 @@ dtype: float64
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### Using customized ML classifiers and regressors
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By default, given a training set of instantes, MIPLearn trains a fixed set of ML classifiers and regressors, then
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selects the best one based on cross-validation performance. Alternatively, the user specify which model a component
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selects the best one based on cross-validation performance. Alternatively, the user may specify which ML model a component
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should use through the `classifier` or `regressor` contructor parameters. The provided classifiers and regressors must
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follow the sklearn API. In particular, classifiers must provide the methods `fit`, `predict_proba` and `predict`,
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while regressors must provide the methods `fit` and `predict`
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