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NEW QUESTION: 1
10,000のデータポイントと150の特徴を持つ正規化された数値特徴セットを含むマルチクラス分類タスク用に作成されたデータセットがあります。
データポイントの75%をトレーニングに、25%をテストに使用します。 Pythonでscikit-learn機械学習ライブラリを使用しています。 Xを使用して機能セットを示し、Yを使用してクラスラベルを示します。
次のPythonデータフレームを作成します。

主成分分析(PCA)メソッドを適用して、トレーニングセットとテストセットの両方で、機能セットの次元数を10の機能に減らす必要があります。
コードセグメントをどのように完成させる必要がありますか?回答するには、回答領域で適切なオプションを選択します。
注:それぞれの正しい選択は1ポイントの価値があります。

Answer:
Explanation:

Explanation:
Box 1: PCA(n_components = 10)
Need to reduce the dimensionality of the feature set to 10 features in both training and testing sets.
Example:
from sklearn.decomposition import PCA
pca = PCA(n_components=2) ;2 dimensions
principalComponents = pca.fit_transform(x)
Box 2: pca
fit_transform(X[, y])fits the model with X and apply the dimensionality reduction on X.
Box 3: transform(x_test)
transform(X) applies dimensionality reduction to X.
References:
https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html
NEW QUESTION: 2
コードの断片を考えると:

どの変更により、コードはPrice 5 New Price 4を印刷できますか?
A. Replace line n2 with .map (n -> System.out.println ("New Price" + n -1)) and remove line n3
B. Replace line n2 with .mapToInt (n -> n - 1);
C. Replace line n3 with .forEach (n -> System.out.println ("New Price" + n));
D. Replace line n1 with .forEach (e -> System.out.print ("Price" + e))
Answer: C
NEW QUESTION: 3
Which one is a product risk associated with the air quality management system?
A. Extreme temperatures may lead to heat exhaustion of personnel.
B. SubsInc may need to recruit extra developers and testers to deliver the project on time.
C. The system required to monitor oxygen levels may be more expensive than those required to monitor air temperatures.
D. Oxygen levels may reach dangerously low levels.
Answer: D
Explanation:
Topic 3, Scenario
A bank is upgrading its systems to include an on-line investment service, allowing investors to trade with each other, in a mini-stock market environment. The upgrade will be carried out using Agile development (within the Scrum framework). Here, the iterations are referred to as Sprints. For each Sprint the required functionality will be defined as a set of user-stories. The user stories are typically 1-2 lines long, indicating what the business wants the system to do. These user stories will be built then tested.
There will be 3 Sprints:
1) Creation of the mini-stock market trading environment.
2) Creation of additional front-end enhancements.
3) Linking to stock exchange for pricing.
You are the test manager. You lead a team of 4 testers, and there are 6 developers. Your team has worked on Agile projects previously, and on average, Sprints usually last 4 weeks. At the end of all Sprints, a full end to end test is carried out. This is called the E2E test phase. You are worried that 4 weeks will not be sufficient time for the first Sprint. You have decided to conduct a Risk Management exercise before the project starts.
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