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NEW QUESTION: 1
Azure Machine Learningのハイパードライブ機能を使用して、モデルをトレーニングするときに最適なハイパーパラメーター値を決定することを計画しています。
次のハイパーパラメータ値の組み合わせを試すには、ハイパードライブを使用する必要があります。早期終了ポリシーを適用してはなりません。
Learning_rate:0.001〜0.1の任意の値
* batch_size:16、32、または64
Hyperdrive実験のサンプリング方法を構成する必要がありますどの2つのサンプリング方法を使用できますか?それぞれの正解は完全な解決策です。
注:正しい選択はそれぞれ1ポイントの価値があります。
A. サンプリングなし
B. グリッドサンプリング
C. ベイジアンサンプリング
D. ランダムサンプリング
C:ベイジアンサンプリングはベイジアン最適化アルゴリズムに基づいており、次にサンプリングするハイパーパラメータ値をインテリジェントに選択します。新しいサンプルが報告されたプライマリメトリックを改善するように、以前のサンプルの実行方法に基づいてサンプルを選択します。
ベイジアンサンプリングは、早期終了ポリシーをサポートしていません
例:
azureml.train.hyperdriveからimportBayesianParameterSampling
azureml.train.hyperdriveからインポートユニフォーム、選択
param_sampling = BayesianParameterSampling( {
"learning_rate": uniform(0.05, 0.1),
"batch_size": choice(16, 32, 64, 128)
}
)
D:ランダムサンプリングでは、ハイパーパラメータ値は定義された検索空間からランダムに選択されます。ランダムサンプリングにより、検索スペースに離散ハイパーパラメータと連続ハイパーパラメータの両方を含めることができます。
不正解:
B:ハイパーパラメータ空間を離散値の中からの選択として定義でき、定義された検索空間内のすべての値を徹底的に検索するのに十分な予算がある場合は、グリッドサンプリングを使用できます。さらに、パフォーマンスの低い実行の自動早期終了を使用できるため、リソースの浪費を減らすことができます。
たとえば、次のスペースには合計6つのサンプルがあります。
azureml.train.hyperdriveからインポートGridParameterSampling
azureml.train.hyperdriveインポートの選択から
param_sampling = GridParameterSampling( {
"num_hidden_layers": choice(1, 2, 3),
"batch_size": choice(16, 32)
}
)
Answer: C,D
Explanation:
Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/how-to-tune-hyperparameters
NEW QUESTION: 2
What is the easiest way to verify a user before showing them sensitive content?
A. Calling the Session.forcedLoginUrl method in apex.
B. Sending the user an Email message with a passcode.
C. Calling the generateVerificationUrl method in apex.
D. Sending the user a SMS message with a passcode.
Answer: C
NEW QUESTION: 3
A network administrator reviews the following command output while troubleshooting a system that is unable to connect to the www.comptia.com website:
Which of the following is the reason the system cannot connect?
A. The domain complia.com is having network issues.
B. The DNS server is under maintenance.
C. A cable is not connected to the NIC.
D. The interface eth0 Is using an APIPA address.
Answer: A
