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docs/user_guide/upgrading.rst
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Upgrading
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==========
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-See also [CHANGES.md](https://github.com/fairlearn/fairlearn/blob/master/CHANGES.md).
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+See also `CHANGES.md` <https://github.com/fairlearn/fairlearn/blob/master/CHANGES.md>`_.
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Upgrading from 0.2 to 0.3
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--------------------
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Up to version 0.2, Fairlearn contained only the exponentiated gradient method.
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The Fairlearn repository now has a more comprehensive scope and aims to
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incorporate other methods. The same exponentiated gradient technique is now
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