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Revised Draft ML API. #517

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Revised Draft ML API. #517

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PondiB
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@PondiB PondiB commented Jul 17, 2024

  • Shifted from the STAC ML extension to MLM STAC extension
  • Change from "predictor" and "target" to training_set and the "target" parameter can be a column name of the dependent variable

@PondiB PondiB mentioned this pull request Jul 17, 2024
@PondiB PondiB assigned PondiB and unassigned PondiB Aug 21, 2024
@PondiB PondiB added the ML label Aug 21, 2024
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@m-mohr m-mohr left a comment

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@PondiB The subtype doesn't need to follow the STAC naming, so it can still be ml-model instead of mlm-model.

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@PondiB The subtype doesn't need to follow the STAC naming, so it can still be ml-model instead of mlm-model.

Agreed! mlm is short for machine learning model, so saying mlm-model is redundant

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From this description, it is unclear to me how training data (predictors+labels) are passed into the process. The description on the two parameters needs to be clearer.

An alternative approach could be to include the training labels in the raster data cube. This would require a vector-to-raster conversion if training data exists as vector data.
20240823_160327_HDR

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PondiB commented Aug 24, 2024

@PondiB The subtype doesn't need to follow the STAC naming, so it can still be ml-model instead of mlm-model.

Agreed! mlm is short for machine learning model, so saying mlm-model is redundant

Sure

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