DOC Fix a few typos in release highlights
@@ -152,12 +152,12 @@ scalar = StandardScaler().fit(X)
scalar.feature_names_in_
# %%
-# The support of :term:`get_feature_names_out` is avaliable for transformers
+# The support of :term:`get_feature_names_out` is available for transformers
# that already had :term:`get_feature_names` and transformers with a one-to-one
# correspondence between input and output such as
# :class:`~preprocessing.StandardScalar`. :term:`get_feature_names_out` support
# will be added to all other transformers in future releases. Additionally,
-# :meth:`compose.ColumnTransformer.get_feature_names_out` is avaliable to
+# :meth:`compose.ColumnTransformer.get_feature_names_out` is available to
# combine feature names of its transformers:
from sklearn.compose import ColumnTransformer
from sklearn.preprocessing import OneHotEncoder
