ejemplo de código de Python del modelo de carga de pickle

Ejemplo 1: guardar Python del modelo de aprendizaje automático

model.fit(X_train, Y_train)
# save the model to disk
filename = 'finalized_model.sav'
pickle.dump(model, open(filename, 'wb'))
 
# load the model from disk
loaded_model = pickle.load(open(filename, 'rb'))
result = loaded_model.score(X_test, Y_test)

Ejemplo 2: modelo de guardado de sklearn

# save as object
import pickle

s = pickle.dumps(clf)
clf2 = pickle.loads(s)

# save to file
from joblib import dump

dump(clf, 'filename.joblib') 

# load from file
from joblib import load

clf = load('filename.joblib')

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