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33 changes: 33 additions & 0 deletions
33
mlblocks_pipelines/keras.Sequential.SingleLayerCNNImagelClassifier.json
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| { | ||
| "metadata": { | ||
| "name": "keras.Sequential.SingleLayerCNNImageClassifier", | ||
| "data_type": "image", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "usps", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "mlprimitives.counters.UniqueCounter", | ||
| "keras.Sequential.SingleLayerCNNImageClassifier" | ||
| ], | ||
| "input_names": { | ||
| "mlprimitives.counters.UniqueCounter#1": { | ||
| "X": "y" | ||
| } | ||
| }, | ||
| "output_names": { | ||
| "mlprimitives.counters.UniqueCounter#1": { | ||
| "counts": "classes" | ||
| } | ||
| }, | ||
| "init_params": { | ||
| "mlprimitives.counters.UniqueCounter#1": { | ||
| "add": 1 | ||
| }, | ||
| "keras.Sequential.SingleLayerCNNImageClassifier#1": { | ||
| "epochs": 5 | ||
| } | ||
| } | ||
| } |
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mlblocks_pipelines/multi_table.classification.default.json
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| { | ||
| "metadata": { | ||
| "name": "multi_table/classification/default", | ||
| "data_type": "multi_table", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "wikiqa", | ||
| "context": { | ||
| "entities": "$entities", | ||
| "relationships": "$relationships", | ||
| "target_entity": "data" | ||
| } | ||
| }, | ||
| "primitives": [ | ||
| "mlprimitives.preprocessing.ClassEncoder", | ||
| "featuretools.dfs", | ||
| "xgboost.XGBClassifier", | ||
| "mlprimitives.preprocessing.ClassDecoder" | ||
| ], | ||
| "hyperparameters": { | ||
| "featuretools.dfs#1": { | ||
| "encode": true | ||
| }, | ||
| "xgboost.XGBClassifier#1": { | ||
| "n_jobs": -1, | ||
| "learning_rate": 0.1, | ||
| "n_estimators": 300, | ||
| "max_depth": 3, | ||
| "gamma": 0, | ||
| "min_child_weight": 1 | ||
| } | ||
| } | ||
| } |
4 changes: 2 additions & 2 deletions
4
...lines/tabular.classification.default.json → .../single_table.classification.default.json
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20 changes: 20 additions & 0 deletions
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mlblocks_pipelines/sklearn.decomposition.DictionaryLearning.json
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| { | ||
| "metadata": { | ||
| "name": "FactorAnalysis/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.decomposition.DictionaryLearning", | ||
| "sklearn.decomposition.FactorAnalysis", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.RandomForestClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.decomposition.FactorAnalysis#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.decomposition.FactorAnalysis.json
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| { | ||
| "metadata": { | ||
| "name": "FactorAnalysis/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.decomposition.DictionaryLearning", | ||
| "sklearn.decomposition.FactorAnalysis", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.RandomForestClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.decomposition.FactorAnalysis#1": {} | ||
| } | ||
| } |
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| { | ||
| "metadata": { | ||
| "name": "FastICA/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.decomposition.DictionaryLearning", | ||
| "sklearn.decomposition.FastICA", | ||
| "sklearn.ensemble.RandomForestClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.decomposition.FastICA#1": {} | ||
| } | ||
| } |
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| { | ||
| "metadata": { | ||
| "name": "KernelPCA/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.decomposition.KernelPCA", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.RandomForestClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.decomposition.KernelPCA#1": {} | ||
| } | ||
| } |
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| { | ||
| "metadata": { | ||
| "name": "PCA/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.decomposition.DictionaryLearning", | ||
| "sklearn.decomposition.PCA", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.RandomForestClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.decomposition.PCA#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.decomposition.TruncatedSVD.json
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| { | ||
| "metadata": { | ||
| "name": "TruncatedSVD/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.decomposition.DictionaryLearning", | ||
| "sklearn.decomposition.TruncatedSVD", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.RandomForestClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.decomposition.TruncatedSVD#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.ensemble.AdaBoostClassifier.json
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| { | ||
| "metadata": { | ||
| "name": "AdaBoostClassifier/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "mlprimitives.preprocessing.ClassEncoder", | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.AdaBoostClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.AdaBoostClassifier#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.ensemble.AdaBoostRegressor.json
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| { | ||
| "metadata": { | ||
| "name": "AdaBoostRegressor/regression/default", | ||
| "data_type": "tabular", | ||
| "task_type": "regression" | ||
| }, | ||
| "validation": { | ||
| "dataset": "boston", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.AdaBoostRegressor" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.AdaBoostRegressor#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.ensemble.BaggingClassifier.json
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|---|---|---|
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| { | ||
| "metadata": { | ||
| "name": "BaggingClassifier/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "mlprimitives.preprocessing.ClassEncoder", | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.BaggingClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.BaggingClassifier#1": {} | ||
| } | ||
| } |
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| { | ||
| "metadata": { | ||
| "name": "BaggingRegressor/regression/default", | ||
| "data_type": "tabular", | ||
| "task_type": "regression" | ||
| }, | ||
| "validation": { | ||
| "dataset": "boston", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.BaggingRegressor" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.BaggingRegressor#1": {} | ||
| } | ||
| } | ||
|
|
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mlblocks_pipelines/sklearn.ensemble.ExtraTreesClassifier.json
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| { | ||
| "metadata": { | ||
| "name": "ExtraTreesClassifier/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "mlprimitives.preprocessing.ClassEncoder", | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.ExtraTreesClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.ExtraTreesClassifier#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.ensemble.ExtraTreesRegressor.json
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| { | ||
| "metadata": { | ||
| "name": "ExtraTreesRegressor/regression/default", | ||
| "data_type": "tabular", | ||
| "task_type": "regression" | ||
| }, | ||
| "validation": { | ||
| "dataset": "boston", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.ExtraTreesRegressor" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.ExtraTreesRegressor#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.ensemble.GradientBoostingClassifier.json
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| { | ||
| "metadata": { | ||
| "name": "GradientBoosting/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "mlprimitives.preprocessing.ClassEncoder", | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.GradientBoostingClassifier" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.GradientBoostingClassifier#1": {} | ||
| } | ||
| } |
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mlblocks_pipelines/sklearn.ensemble.GradientBoostingRegressor.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,19 @@ | ||
| { | ||
| "metadata": { | ||
| "name": "GradientBoostingRegressor/regression/default", | ||
| "data_type": "tabular", | ||
| "task_type": "regression" | ||
| }, | ||
| "validation": { | ||
| "dataset": "boston", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.GradientBoostingRegressor" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.GradientBoostingRegressor#1": {} | ||
| } | ||
| } |
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| { | ||
| "metadata": { | ||
| "name": "IsolationForest/classification/default", | ||
| "data_type": "tabular", | ||
| "task_type": "classification" | ||
| }, | ||
| "validation": { | ||
| "dataset": "iris", | ||
| "context": {} | ||
| }, | ||
| "primitives": [ | ||
| "mlprimitives.preprocessing.ClassEncoder", | ||
| "sklearn.preprocessing.Imputer", | ||
| "sklearn.preprocessing.StandardScaler", | ||
| "sklearn.ensemble.IsolationForest" | ||
| ], | ||
| "hyperparameters": { | ||
| "sklearn.ensemble.IsolationForest#1": {} | ||
| } | ||
| } |
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