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Supercharge Your Annotation Workflow with Active Learning

Blog post from Voxel51

Post Details
Company
Date Published
Author
Jacob Marks
Word Count
1,783
Language
English
Hacker News Points
-
Summary

The FiftyOne Active Learning Plugin is a tool designed to help users label data faster by intelligently selecting the most informative or ambiguous examples for annotation. This plugin can be integrated directly into the user's annotation workflow, allowing them to prioritize and query crucial data points within the FiftyOne App without any coding necessary. The Active Learning Plugin leverages the modAL framework, which allows users to apply various active learning strategies to models from Sci-kit learn. Currently, this plugin only supports Active Labeling for Classification tasks but could be extended to other computer vision tasks in the future.