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NEW QUESTION: 1
今日のネットワークの脅威環境に関するどの2つのステートメントは正しいですか？ （2つを選択してください）
A. 脅威俳優は、現在、国家民族および組織された犯罪シンジケートである
B. セキュリティ攻撃の犠牲者は、一般的な攻撃によって違反されるのでランダムである
C. クラウドサービスを使用することで、セキュリティの境界が明確になります。
D. ダイレクトインターネットアクセスを増やすことで、より多くのVPN接続が可能になります
E. 攻撃者は現在十分な資金提供されて、極めて辛抱強い
Answer: A,E
NEW QUESTION: 2
A. Networks
B. Storage
C. Applications
D. Management
Answer: A,B
NEW QUESTION: 3
You create an experiment in Azure Machine Learning Studio. You add a training dataset that contains 10,000 rows. The first 9,000 rows represent class 0 (90 percent).
The remaining 1,000 rows represent class 1 (10 percent).
The training set is imbalances between two classes. You must increase the number of training examples for class 1 to 4,000 by using 5 data rows. You add the Synthetic Minority Oversampling Technique (SMOTE) module to the experiment.
You need to configure the module.
Which values should you use? To answer, select the appropriate options in the dialog box in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: 300
You type 300 (%), the module triples the percentage of minority cases (3000) compared to the original dataset (1000).
Box 2: 5
We should use 5 data rows.
Use the Number of nearest neighbors option to determine the size of the feature space that the SMOTE algorithm uses when in building new cases. A nearest neighbor is a row of data (a case) that is very similar to some target case. The distance between any two cases is measured by combining the weighted vectors of all features.
By increasing the number of nearest neighbors, you get features from more cases.
By keeping the number of nearest neighbors low, you use features that are more like those in the original sample.
References:
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/smote
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