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rameshgayam committed Oct 26, 2017
commit dc270df5e2c561ada18fe7d1faa5a891c597d19c
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16 changes: 14 additions & 2 deletions q05_lasso/build.py
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# Default imports
from sklearn.linear_model import Lasso
import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import PolynomialFeatures

from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
np.random.seed(9)

# We have already loaded the data for you
data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')

np.random.seed(9)

# Write your solution here
def lasso(alpha=0.01):
#code to implement l2 and to from
model = Lasso(alpha=alpha, normalize=True)
model.fit(X_train, y_train)
y_predicted_train = model.predict(X_train)
y_predicted_test = model.predict(X_test)
train_rmsc = np.sqrt(mean_squared_error(y_train, y_predicted_train))
test_rmsc = np.sqrt(mean_squared_error(y_test, y_predicted_test))
return train_rmsc, test_rmsc
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