All Projects → phurwicz → hover-binder

phurwicz / hover-binder

Licence: BSD-3-Clause license
Binder repository for the hover package

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Hover Example Apps: works out-of-the-box on Binder

This repository demonstrates the usage of hover to understand and supervise a machine learning classification task.

Simple Annotator Binder

  • use the lasso/tap/poly tool to select data points
  • assign your labels and hit "Apply"
  • in a real use case on your computer, "Export" will save a DataFrame
  • take advantage of the text/regex search box

Linked Annotator Binder

Demo-linked

  • on top of the Simple Annotator, showes another plot which is focused on search
  • the search boxes are independent across plots, minimizing interference in between
  • 💡 the selections in the plots are synchronized. You can select in one and label in the other!

Active Learning Binder

Demo-active

  • compared with the Linked Annotator, added a plot with the predictions of a model in the loop
  • 💡 inspect data points based on their prediction confidence and locations!

Snorkel Crosscheck Binder

  • compared with the Linked Annotator, replaces the left plot with Snorkel labeling function outputs
  • you can check labeling functions and your annotations against each other, or even directly apply those labeling function.
  • 💡 one could also exploit labeling functions as sophisticated "filters" to help find interesting data points!
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