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tensorflow / tfx-addons

Developers helping developers. TFX-Addons is a collection of community projects to build new components, examples, libraries, and tools for TFX. The projects are organized under the auspices of the special interest group, SIG TFX-Addons. Join the group at http://goo.gle/tfx-addons-group
Apache License 2.0
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Undersampling Component #33

Open kindalime opened 3 years ago

kindalime commented 3 years ago

I am thinking of implementing an undersampling custom component for TFX, as described in this issue for TFX: https://github.com/tensorflow/tfx/issues/3831. This component may also include oversampling and checks to gauge the difference between high-frequency and low-frequency classes. A possible alternative to a custom component could be a dataset factory - which approach is better for this particular project remains to be seen.

rcrowe-google commented 3 years ago

Proposal being reviewed by Google team