how to save trained model code example

Example 1: save machine learning model

# fit the model
model.fit(X_train, y_train)

# save the model
import pickle
pickle.dump(model, open("model.pkl", "wb"))

# load the model
model = pickle.load(open("model.pkl", "rb"))

# use model to predict
y_pred = model.predict(X_input)

Example 2: load model keras

from tensorflow import keras
model = keras.models.load_model('path/to/location')

Example 3: load saved model tensorflow

new_model = tf.keras.models.load_model('my_model.h5')