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Remove single value predictions and merge ml and dl
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m-mohr committed May 16, 2023
1 parent 1fc4a8e commit 22be7a9
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1 change: 0 additions & 1 deletion CHANGELOG.md
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Expand Up @@ -18,7 +18,6 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
- `ml_fit_class_random_forest`
- `ml_fit_regr_random_forest`
- `ml_predict`
- `ml_predict_probabilities`
- `save_ml_model`
- `unflatten_dimension`
- `vector_buffer`
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45 changes: 0 additions & 45 deletions proposals/dl_predict.json

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30 changes: 17 additions & 13 deletions proposals/ml_predict.json
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@@ -1,7 +1,7 @@
{
"id": "ml_predict",
"summary": "Predict classification or regression values using ML",
"description": "Applies a machine learning model to a data cube of input features and predicts output values or classes for it.",
"summary": "Predict using ML",
"description": "Applies a machine learning model to a data cube of input features and returns the predicted values.",
"categories": [
"machine learning"
],
Expand All @@ -17,30 +17,34 @@
},
{
"name": "model",
"description": "A ML model that was trained with one of the ML training processes such as ``ml_fit_class_random_forest()``.",
"description": "A ML model that was trained with one of the ML training processes such as ``ml_fit_regr_random_forest()``.",
"schema": {
"type": "object",
"subtype": "ml-model"
}
},
{
"name": "dimension",
"description": "The name of the dimension that the model applies to. Fails with a `DimensionNotAvailable` exception if the specified dimension does not exist.",
"name": "dimensions",
"description": "One or more dimensions to remove. Fails with a `DimensionNotAvailable` exception if one of the specified dimensions does not exist.",
"schema": {
"type": "string"
"type": "array",
"minItems": 1,
"items": {
"type": "string"
}
}
}
],
"returns": {
"description": "The data cube with the predicted values. It removes the specified dimension.",
"description": "A data cube with the predicted values. It removes the specified dimensions and adds new dimension for the predicted values. It has the name `predictions` and is of type `other`. If a single value is returned, the dimension has a single label with name `0`.",
"schema": {
"type": "object",
"subtype": "datacube"
}
},
"exceptions": {
"DimensionNotAvailable": {
"message": "A dimension with the specified name does not exist."
"subtype": "datacube",
"dimensions": [
{
"type": "other"
}
]
}
}
}
46 changes: 0 additions & 46 deletions proposals/ml_predict_probabilities.json

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