Next version
============

We plan to include the following changes to future versions:  
  
* Transfer learning module
* Tensorflow graph computation of spectrograms
* New neural network architectures

    * Sequence model
    * Similarity model (e.g. Siamese network)
    * Object-detection network (e.g. R-CNN)

* Overhaul of html docs (style, structure and content)
* Review all tutorials, and add new ones as needed
* Publish peer-reviewed software paper about Ketos (e.g. in `JOSS <https://joss.theoj.org/>`_)
* Functionalities to support active learning
* Methods to calibrate neural networks so that the output scores correspond more closely to probabilities/confidences.
* Neural architecture search capabilities, allowing recommendation of the optimal architecture to be used for a given task.