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FrankSun · 2021年10月06日

麻烦老师解析一下吧,谢谢

NO.PZ2021083101000009

问题如下:

Bector makes the following remarks regarding model training:

Remark 1: Method selection is governed by such factors as the type of data and the size of data.

Remark 2: In the performance evaluation stage, model fitting errors, such as bias error and variance error, are used to measure goodness of fit.

Which of Bector’s remarks related to model training is correct?

选项:

A.

Only Remark 1

B.

Only Remark 2

C.

Both Remark 1 and Remark 2

解释:

A is correct. Only Remark 1 is correct.

Method selection is the first task of ML model training and is governed by the following factors: (1) supervised or unsupervised learning, (2) the type of data, and (3) the size of data. The second and third tasks of model training, respectively, are performance evaluation and tuning.

Remark 2 is incorrect because model fitting errors (bias error and variance error) are used in tuning, not performance evaluation. The techniques used in performance evaluation, which measure the goodness of fit for validation of the model, include (1) error analysis, (2) receiver operating characteristic (ROC) plots, and (3) root mean squared error (RMSE) calculations.

B and C are incorrect because Remark 2 is incorrect.

考点:Model Training - Tuning

麻烦老师解析一下吧,谢谢

2 个答案

星星_品职助教 · 2021年10月11日

同学你好,

如果答案没看懂,需要具体标明是哪个地方没看懂,提问需要有针对性,否则只能泛泛讲解或者将答案解析重复一遍,没有意义。

----------

本题中Remark 1的描述没有问题。

Remark 2中,对于 bias error和variance error的分析都是在Model tuning这一步进行的,并非是“ In the performance evaluation stage”,所以描述错误。

星星_品职助教 · 2021年10月06日

同学你好,

不确定你是什么地方需要讲解,请标明需要讲解的具体问题,谢谢。

FrankSun · 2021年10月10日

老师,不明白为什么选A,答案没看懂。谢谢

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