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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。
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、フィーチャセットの次元を10フィーチャ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、回答エリア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には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
Which of these files will Time Machine, by default, NOT back up?
A. A file that Time Machine identifies as conflicting with a previously backed-up file
B. Any file in the Trash
C. An encrypted file that was created to track passwords
D. A Time Machine preference .plist file
Answer: B

NEW QUESTION: 3
メディア会社は、ソリューションアーキテクトに、Amazon EC2インスタンスの集中ドキュメントストアとして機能する高可用性ストレージソリューションの設計を依頼しました。ストレージソリューションはPOSIX準拠であり、動的にスケーリングし、最大でサービスを提供できる必要があります。
100個の同時EC2インスタンス。
これらの要件を満たすソリューションはどれですか？
A. Amazon Glacierを使用して、すべてのドキュメントを保存します。
B. Amazon Elastic File System（Amazon EFS）を作成して、ドキュメントを保存および共有します。
C. Amazon EBSボリュームを作成し、複数のユーザーがそのボリュームをEC2インスタンスにマウントできるようにします。
D. Amazon S3バケットを作成し、このバケットにすべてのドキュメントを保存します。
Answer: B