Medium-term objectives for Ketos
Suggested list of medium-term (6-9 months) objectives for Ketos:
- Publish a peer-reviewed paper on Ketos
- Transfer learning module
- Active learning module
- Tensorflow graph computation of spectrograms
- New neural network architectures:
- Sequence model
- Similarity model (e.g. Siamese network)
- Rewamp/improve the html docs (style and structure)
- Review all tutorials, and add new ones as needed (Ketos has many new functionalities not covered in the existing tutorials)
- Neural net calibration (i.e. calibrate output scores so they correspond more closely to probabilities/confidences)
@fsfrazao , @bpadovese , @sadman , please chime in with your thoughts (no rush). The above list is probably too ambitious, so it would be helpful to assign priorities.
I have made this issue confidential (only visible to team members with a least Reporter access), but we could consider opening it up to more people to solicit user inputs?).
Have a nice weekend everyone, Oliver
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