Created
February 16, 2019 18:08
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# prepare for modeling | |
X_train = train.drop(['id', 'target'], axis=1) | |
y_train = train['target'] | |
X_test = test.drop(['id'], axis=1) | |
# scaling data | |
scaler = StandardScaler() | |
X_train = scaler.fit_transform(X_train) | |
X_test = scaler.transform(X_test) | |
# define models | |
ridge = linear_model.Ridge() | |
lasso = linear_model.Lasso() | |
elastic = linear_model.ElasticNet() | |
lasso_lars = linear_model.LassoLars() | |
bayesian_ridge = linear_model.BayesianRidge() | |
logistic = linear_model.LogisticRegression(solver='liblinear') | |
sgd = linear_model.SGDClassifier() |
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