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kwinkunks committed Oct 1, 2023
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Expand Up @@ -30,8 +30,7 @@ predictions. _Redflag_ offers accessible ways for users to integrate safety
checks into their workflows by providing `scikit-learn` transformers, `pandas`
accessors, and standalone functions. These components can easily be
incorporated into existing workflows, helping identify issues and enhance the
quality and safety of predictive models. _Redflag_ empowers users to design and
implement high-quality models that prioritize safety from the start.
quality and safety of predictive models.

Redflag is distributed under the [Apache 2.0
license](https://www.apache.org/licenses/LICENSE-2.0). The source code is
Expand Down Expand Up @@ -84,7 +83,7 @@ In the Python machine learning world, [`pandas`](https://pandas.pydata.org/)
[`scikit-learn`](https://scikit-learn.org/) [@pedregosa-etal-2011] is the
preeminent prototyping and implementation framework. By integrating with these
packages by providing accessors and transformers respectively, _Redflag_ aims
to be as simple to include in existing workflows as possible.
to be easy to learn and adopt.

_Redflag_ offers three ways for users to insert safety checks into their
machine learning workflows:
Expand Down Expand Up @@ -133,7 +132,6 @@ prediction models that are safer by design.
# Acknowledgements

Thanks to the [Software Underground](https://softwareunderground.org) community
for conversations and feedback over the years, shaping the purpose and design
of this package.
for conversations and feedback over the years.

# References

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