import numpy as np
import pandas as pd

from abc import ABCMeta, abstractmethod

class ModelChoice(object, metaclass = ABCMeta):

    def __init__(self):
        pass

    @abstractmethod
    def fit(self, X, y):
        pass

    @abstractmethod
    def predict(self, X):
        pass

    @abstractmethod
    def evaluate(self, parameters, X_train, X_test, y_train, y_test):
        pass

    @abstractmethod
    def get_name(self):
        pass

import numpy as np
import pandas as pd

from abc import ABCMeta, abstractmethod

class ModelChoice(object, metaclass = ABCMeta):

    def __init__(self):
        pass

    @abstractmethod
    def fit(self, X, y):
        pass

    @abstractmethod
    def predict(self, X):
        pass

    @abstractmethod
    def evaluate(self, parameters, X_train, X_test, y_train, y_test):
        pass

    @abstractmethod
    def get_name(self):
        pass
