In this repository, you can find sample labeling functions for classification and extraction tasks.
If you like what we're working on, please leave a ⭐ for refinery!
There are two READMEs:
Depending on your task at hand, please look into the respective README.
Generally, labeling functions can be:
- Pattern matching, such as in regular expressions
- Third party models, e.g. sentiment classifiers or legacy systems
- Lookups in lists or databases, such as a list of known organizations
- General heuristics, such as grammar checks
- Metadata-based functions, e.g. predicting on the value of other attributes
Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are greatly appreciated.
If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement". If you know great labeling functions, you can add them there!
And please don't forget to leave a ⭐ if you like the work!
Distributed under the Apache 2.0 License. See LICENSE.txt for more information.
This library is developed and maintained by kern.ai. If you want to provide us with feedback or have some questions, don't hesitate to contact us. We're super happy to help ✌️