def multivariate_regression_predict(X, w_opt):
    """Predict with multivariate regression.

    Arguments:
        X {DataFrame} -- Independent variables.
        w_opt {ndarray} -- Parameter values.

    Returns:
        ndarray -- Predicted values.
    """

    X = X.values
    y_pred = X.dot(w_opt)
    return y_pred