model = Sequential() model.add(Dense(units=20, activation='relu', kernel_regularizer='l2', input_dim=x.shape[1])) model.add(Dense(units=10, activation='relu', kernel_regularizer='l2')) model.add(Dense(units=3, activation='linear'))