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次のように定義された6つのデータポイントを含むPython NumPy配列を評価しています。
データ= [10、20、30、40、50、60]
Python Scikit-learn機械学習ライブラリのk-foldアルゴリズムの埋め込みを使用して、次の出力を生成する必要があります。
train: [10 40 50 60], test: [20 30]
train: [20 30 40 60], test: [10 50]
train: [10 20 30 50], test: [40 60]
出力を生成するには、相互検証を実装する必要があります。
どのようにコードセグメントを完成させるべきですか?回答するには、回答領域のダイアログボックスで適切なコードセグメントを選択します。
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: k-fold
Box 2: 3
K-Folds cross-validator provides train/test indices to split data in train/test sets. Split dataset into k consecutive folds (without shuffling by default).
The parameter n_splits ( int, default=3) is the number of folds. Must be at least 2.
Box 3: data
Example: Example:
>>>
>>> from sklearn.model_selection import KFold
>>> X = np.array([[1, 2], [3, 4], [1, 2], [3, 4]])
>>> y = np.array([1, 2, 3, 4])
>>> kf = KFold(n_splits=2)
>>> kf.get_n_splits(X)
2
>>> print(kf)
KFold(n_splits=2, random_state=None, shuffle=False)
>>> for train_index, test_index in kf.split(X):
print("TRAIN:", train_index, "TEST:", test_index)
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
TRAIN: [2 3] TEST: [0 1]
TRAIN: [0 1] TEST: [2 3]
References:
https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html
A security analyst is performing a forensic analysis on a machine that was the subject of some historic SIEM alerts. The analyst noticed some network connections utilizing SSL on non-common ports, copies of svchost.exe and cmd.exe in %TEMP% folder, and RDP files that had connected to external IPs. Which of the following threats has the security analyst uncovered?
A. APT
B. DDoS
C. Software vulnerability
D. Ransomware
Answer: A
DevOpsエンジニアが、Amazon EC2インスタンスで既にワークロードを実行している新しい会社に参加しました。
AWSは、中央ガバナンスなしで段階的に採用されています。エンジニアは、既存の展開が次の要件にどれだけ準拠しているかを評価する必要があります。
* EC2インスタンスは、承認されたAMIのみを実行しています。
* Amazon EBSボリュームは暗号化されています。
* EC2インスタンスには所有者タグがあります。
* SSH経由のルートログインはEC2インスタンスで無効になっています。
エンジニアは、最も少ない労力でこの評価を実行するためにどのサービスを使用する必要がありますか? (2つ選択します。)
A. AWS System Manager
B. Amazon GuardDuty
C. Amazon Inspector
D. AWS Directory Service
E. AWS Config
Answer: A,E
Choose two steps below that you would perform when validating the installation of an IBM Case Manager application into a production environment? (Choose two)
A. Log in to the IBM Case Builder
B. Verify the ICM API deployment was successful by accessing the following link: http://server:port/P8PE/Health
C. Verify the Content Engine deployment was successful by accessing the following link: http://server:port/P8CE/Health
D. Log in to the Case Manager Client
E. Verify the ICM API deployment was successful by accessing the following link: http://server:port:/CaseManager/CASEREST/v1/info
Answer: D,E
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