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remove __estimator

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Tanushree Tunstall 2022-05-22 23:39:35 +01:00
parent 1a1154b4f4
commit 9839b6f8d1
15 changed files with 79 additions and 79 deletions
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36
uq_ml_models_FS/fs_UQ_LR.py
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@ -14,28 +14,28 @@ Created on Tue Mar 15 11:09:50 2022
"""
parameters = [
{
'clf__estimator': [LogisticRegression(**rs)],
#'clf__estimator__C': [0.001, 0.01, 0.1, 1, 10, 100, 1000],
'clf__estimator__C': np.logspace(0, 4, 10),
'clf__estimator__penalty': ['none', 'l1', 'l2', 'elasticnet'],
'clf__estimator__max_iter': list(range(100,800,100)),
'clf__estimator__solver': ['saga']
'clf': [LogisticRegression(**rs)],
#'clf__C': [0.001, 0.01, 0.1, 1, 10, 100, 1000],
'clf__C': np.logspace(0, 4, 10),
'clf__penalty': ['none', 'l1', 'l2', 'elasticnet'],
'clf__max_iter': list(range(100,800,100)),
'clf__solver': ['saga']
},
{
'clf__estimator': [LogisticRegression(**rs)],
#'clf__estimator__C': [0.001, 0.01, 0.1, 1, 10, 100, 1000],
'clf__estimator__C': np.logspace(0, 4, 10),
'clf__estimator__penalty': ['l2', 'none'],
'clf__estimator__max_iter': list(range(100,800,100)),
'clf__estimator__solver': ['newton-cg', 'lbfgs', 'sag']
'clf': [LogisticRegression(**rs)],
#'clf__C': [0.001, 0.01, 0.1, 1, 10, 100, 1000],
'clf__C': np.logspace(0, 4, 10),
'clf__penalty': ['l2', 'none'],
'clf__max_iter': list(range(100,800,100)),
'clf__solver': ['newton-cg', 'lbfgs', 'sag']
},
{
'clf__estimator': [LogisticRegression(**rs)],
#'clf__estimator__C': [0.001, 0.01, 0.1, 1, 10, 100, 1000],
'clf__estimator__C': np.logspace(0, 4, 10),
'clf__estimator__penalty': ['l1', 'l2'],
'clf__estimator__max_iter': list(range(100,800,100)),
'clf__estimator__solver': ['liblinear']
'clf': [LogisticRegression(**rs)],
#'clf__C': [0.001, 0.01, 0.1, 1, 10, 100, 1000],
'clf__C': np.logspace(0, 4, 10),
'clf__penalty': ['l1', 'l2'],
'clf__max_iter': list(range(100,800,100)),
'clf__solver': ['liblinear']
}
]