Implementation of common active learning strategies. The project is currently dedeveloped by the members of the Machine Learning Lab at IIT: https://ml.cs.iit.edu. Currently supported strategies include:
- Random sampling
- Uncertainty sampling
- Log-gain
Upcoming strategies:
- Query-by-committee
- Expected error reduction
Future work:
- Annotating features
- Tandem learning - annotating instances and features jointly
Current Limitations:
- The code currently assumes binary classification.