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urbangrammarai / signature_ai

Code for developing AI models to recognise spatial signatures from space
http://urbangrammarai.xyz/signature_ai/
BSD 3-Clause "New" or "Revised" License
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Connect final model with `scivision` #1

Open darribas opened 2 years ago

darribas commented 2 years ago

Mental note to connect the final model we produce with the scivision project. This was inspired by a talk by @acocac et al. at Turing. Work is still in progress now but, once we have a final model, and it is stable, it'd be super neat to be able to contribute it to the model archive.

acocac commented 2 years ago

@darribas happy to assist in the submission and preparation of the final model to be served in scivision.

BTW, the Signagture AI project is amazing! Have you considered to mention the proposed pipeline in the Pangeo ML working group meetings? Also, we have coffee meetings with some Pangeo European users/developers on Tuesdays 9:30am CET (see here). You're welcome to join to any of these meetings or others listed in the Pangeo website to discuss and share progress in some open-source tools that make our analysis scalable 🚀

martinfleis commented 2 years ago

Can we deploy a custom class to scivision? Because that is the only way I can think of of combining Keras bit with the sklearn part to get a single model.

darribas commented 2 years ago

@acocac no idea of these things! I'll follow up offline on these to figure out what'd be the most appropriate channel, but @martinfleis and I would be very keen to introduce the project to new communities!

acocac commented 2 years ago

@martinfleis scivision can read custom class, however the current version only works with pre-trained models stored in a remote location. See for instance this script which fetches and defines a model, in this case for plankton image classification.

fyi, we have co-working sessions of scivision on Wednesdays betwen 2 pm and 4 pm. Let me know if you're interested to join today's or future ones, then I send you a calendar invite. Happy to assist in refactoring the model repository as I have succesfully helped with the plankton one and other two using remote sensing data.

darribas commented 2 years ago

super! I think once we have a model we're happy with to share, it'd make most sense to start thinking about how to plug it into the scivision ecosystem. We can be in touch through this issue?

acocac commented 2 years ago

cool - yep, feel free to post here updates 🐨