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NEW QUESTION: 1
10,000個のデータポイントと150個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％をトレーニングに使用し、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。
トレーニングセットとテストセットの両方で、機能セットの次元を10個の機能に減らすには、主成分分析（PCA）メソッドを適用する必要があります。
コードセグメントをどのように完了す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：正しい選択はそれぞれ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
Which storage networking environment accesses the file system through a local area network?
A. SAN
B. DAS
C. CAD
D. NAS
Answer: D

NEW QUESTION: 3
When a full technology architecture model has been defined, the next activity should be to _____.
A. conduct a proof of concept project
B. refine architecture vision
C. conduct a pilot project
D. compare with baseline technology architecture
E. select the services portfolio required per building block
Answer: E