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by kmax12 2173 days ago
If anyone is looking for an open source library in this space, I work on one called Compose (https://github.com/FeatureLabs/compose).

With compose, a user defines a labeling function, and then compose scans the historical data looking for training examples to train a machine learning model.

The library has evolved as we apply it to more and more real world use cases, but it is based on approach in this paper from 2016: https://dai.lids.mit.edu/wp-content/uploads/2016/08/07796929....

1 comments

can you do multi-label w/ Compose? Snorkel only supports single-label.
Yes, you can represent the labeling function as a class and use its methods to represent each label individually.