from sklearn.neural_network import MLPRegressor 
from sklearn.metrics import mean_absolute_error
import numpy as np
from sklearn.model_selection import validation_curve
from sklearn.datasets import load_iris
import matplotlib.pyplot as plt
from sklearn.model_selection import KFold
np.random.seed(0)
plt.style.use('ggplot')