diff --git a/docs/community/roadmap.rst b/docs/community/roadmap.rst index e67c7eaf..8beb9ce8 100644 --- a/docs/community/roadmap.rst +++ b/docs/community/roadmap.rst @@ -2,5 +2,20 @@ DeepSensor Roadmap ================== -.. - TODO: write an intro to the roadmap for DeepSensor + link to the GitHub project management board +.. note:: + We will soon create a GitHub project board to track progress on these items, which will provide a more up-to-date view of the roadmap. + +.. note:: + We are unable to provide a timetable for the roadmap due to maintainer time constraints. If you are interested in contributing to the project, check out :doc:`Contributing Guide `. + +* Improve documentation +* Support patch-wise training and inference +* Support non-Gaussian likelihoods +* Support spatial-only modelling +* Support or explore supporting continuous time measurements (i.e. not just discrete, uniformly sampled data on the same time grid) +* Improve forecasting functionality +* Test the framework with other models (e.g. GPs) +* Add simple baselines models (e.g. linear interpolation, GPs) +* Test and extend support for using ``dask`` in the ``DataProcessor`` and ``TaskLoader`` +* Infer linked context-target sets from the ``TaskLoader`` entries, don't require user to explicitly specify ``links`` kwarg +* Improve unit test suite, increase coverage, test more edge cases, etc