qiskit/releasenotes/notes/0.22/switched-to-StandardScaler-...

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---
fixes:
- |
Fix deprecation warnings in :class:`.NaturalGradient`, which now uses the
:class:`~sklearn.preprocessing.StandardScaler` to scale the data
before fitting the model if the ``normalize`` parameter is set to ``True``.