← 返回题库
中级

梯度提升-学习率影响

未完成
中级参考 代码结构已给出,请填写 ____ 处
def solve():
    import pandas as pd
    from sklearn.ensemble import GradientBoostingClassifier
    from sklearn.model_selection import train_test_split
    from sklearn.metrics import accuracy_score
    df = pd.read_csv(____)
    X = df.drop(____)
    y = df['____']
    X_train, X_test, y_train, y_test = train_test_split(____)
    for lr in [____, ____, ____, ____]:
        gb = GradientBoostingClassifier(____)
        gb.fit(____)
        acc = accuracy_score(y_test, gb.predict(____))
        print(____)

示例

输入
solve()
期望输出
learning_rate=0.01: 1.0000
learning_rate=0.1: 1.0000
learning_rate=0.5: 1.0000
learning_rate=1.0: 1.0000
Python 代码 🔒 登录后使用
🔒

登录后即可练习

注册免费账号,在浏览器中直接运行 Python 代码