@@ -95,10 +95,18 @@ using the
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and the `bigframes.ml.compose module <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.compose >`_.
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BigQuery DataFrames offers the following transformations:
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- * Use the `OneHotEncoder class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.preprocessing.OneHotEncoder >`_
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- in the ``bigframes.ml.preprocessing `` module to transform categorical values into numeric format.
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+ * Use the `KBinsDiscretizer class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.compose.ColumnTransformer >`_
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+ in the ``bigframes.ml.preprocessing `` module to bin continuous data into intervals.
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+ * Use the `LabelEncoder class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.preprocessing.LabelEncoder >`_
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+ in the ``bigframes.ml.preprocessing `` module to normalize the target labels as integer values.
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+ * Use the `MaxAbsScaler class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.preprocessing.MaxAbsScaler >`_
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+ in the ``bigframes.ml.preprocessing `` module to scale each feature to the range ``[-1, 1] `` by its maximum absolute value.
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+ * Use the `MinMaxScaler class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.preprocessing.MinMaxScaler >`_
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+ in the ``bigframes.ml.preprocessing `` module to standardize features by scaling each feature to the range ``[0, 1] ``.
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* Use the `StandardScaler class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.preprocessing.StandardScaler >`_
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in the ``bigframes.ml.preprocessing `` module to standardize features by removing the mean and scaling to unit variance.
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+ * Use the `OneHotEncoder class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.preprocessing.OneHotEncoder >`_
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+ in the ``bigframes.ml.preprocessing `` module to transform categorical values into numeric format.
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* Use the `ColumnTransformer class <https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.compose.ColumnTransformer >`_
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in the ``bigframes.ml.compose `` module to apply transformers to DataFrames columns.
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