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[fix] Fix a gramatical error
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nabenabe0928 committed Aug 10, 2021
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Expand Up @@ -19,7 +19,7 @@ In the figure, **Data** is provided by user and
**Portfolio** is a predefined pool of machine learning algorithms, e.g. LightGBM and support vector machine, to solve either
regression or classification task on the provided dataset.
Then API starts the following procedures:
1. **Validate input data**: Process each data type that can be handled by Auto-Pytorch such as encoding categorical data
1. **Validate input data**: Process each data type, e.g. encoding categorical data, so that Auto-Pytorch can handled
2. **Create dataset**: Create a dataset that can be handled in this API including cross validation splits
3. **Evaluate baselines**: Train each algorithm in the predefined pool with a fixed hyperparameter configuration and dummy model from `sklearn.dummy` that represents the worst possible performance
4. **Search by [SMAC](https://github.com/automl/SMAC3)**:\
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