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小强爱英语 · 2023年05月29日

考点在哪里?

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

能不能截图一下在讲义中哪个地方?

1 个答案

星星_品职助教 · 2023年05月30日

同学你好,

这部分内容都在model training的部分中。Remark 1对应这个目录下后面model selection的部分。Remark 2对应后面Tuning的部分。


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NO.PZ2021083101000009 麻烦老师解析一下吧,谢谢

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