OceanDAO "Request for Proposal"

If you have a proposal idea but cannot create it yourself, submit a “Request for Proposal” idea in this thread for someone else in the OceanDAO community.

We encourage all ideas and contributors!


We’d love a platform where users can submit ideas on each dataset posted and how to improve its adoption or use-case - naturally with an incentive mechanism behind it in the form of data-tokens.

Please reach out to us to further build on this idea!

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It would be great if there would be a rating agency that rates datasets on their usability for machine learning purposes.
My idea to do this would be to determine what the state of the art models on a certain dataset are. Then take the state of the art model and do transfer learning on the dataset on the Ocean marketplace via compute-to-data or if it is available for download then locally.
After that the newly trained model is evaluated on the test dataset of the original paper.
This gives an indication what this dataset adds for this model. This is a question that many people who want to use the dataset will have and is valuable as it takes time and compute to create. So selling this information directly without having to go through the steps will be valuable.

This could also be an add on to other data insight services.
As I don’t have time to set this up I am offering this idea but I would be happy to discuss more details if someone wants to pick this up.

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