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NEW QUESTION: 1
Your team is building a data engineering and data science development environment.
The environment must support the following requirements:
support Python and Scala
compose data storage, movement, and processing services into automated data pipelines
the same tool should be used for the orchestration of both data engineering and data science
support workload isolation and interactive workloads
enable scaling across a cluster of machines
You need to create the environment.
What should you do?
A. Build the environment in Azure Databricks and use Azure Data Factory for orchestration.
B. Build the environment in Azure Databricks and use Azure Container Instances for orchestration.
C. Build the environment in Apache Hive for HDInsight and use Azure Data Factory for orchestration.
D. Build the environment in Apache Spark for HDInsight and use Azure Container Instances for orchestration.
Answer: A
Explanation:
Explanation/Reference:
Explanation:
In Azure Databricks, we can create two different types of clusters.
Standard, these are the default clusters and can be used with Python, R, Scala and SQL
High-concurrency
Azure Databricks is fully integrated with Azure Data Factory.
Incorrect Answers:
D: Azure Container Instances is good for development or testing. Not suitable for production workloads.
References:
https://docs.microsoft.com/en-us/azure/architecture/data-guide/technology-choices/data-science-and- machine-learning
NEW QUESTION: 2
チームデータサイエンス環境の構築を計画しています。機械学習パイプラインのトレーニングモデルのデータのサイズは20 GBを超えます。
次の要件があります。
*モデルはCaffe2またはChainerフレームワークを使用して構築する必要があります。
*データサイエンティストは、接続されたネットワーク環境と切断されたネットワーク環境の両方で、データサイエンス環境を使用して機械学習パイプラインを構築し、個人用デバイスでモデルをトレーニングできなければなりません。
*個人用デバイスは、ネットワークに接続するときに機械学習パイプラインの更新をサポートする必要があります。
データサイエンス環境を選択する必要があります。
どの環境を使用する必要がありますか？
A. Azure Databricks
B. Azure Kubernetes Service（AKS）
C. Azure Machine Learning Service
D. Azure Machine Learning Studio
Answer: C
Explanation:
説明
データサイエンス仮想マシン（DSVM）は、データサイエンスを行うために特別に構築されたMicrosoftのAzureクラウド上のカスタマイズされたVMイメージです。 Caffe2とChainerはDSVMでサポートされています。
DSVMはAzure Machine Learningと統合されます。
NEW QUESTION: 3
응용 프로그램은 로그를 텍스트 파일로 출력합니다. 보안 사고가 있는지 로그를 지속적으로 모니터링해야 합니다.
최소 노력으로 요구 사항을 충족시킬 디자인은 무엇입니까?
A. 애플리케이션의 EC2 인스턴스에 Amazon CloudWatch Logs 에이전트를 설치 및 구성합니다. CloudWatch 지표 필터를 생성하여 애플리케이션 로그를 모니터링합니다. 지표를 기반으로 CloudWatch 경보를 설정합니다.
B. 애플리케이션이 로그 파일에 쓸 때 Amazon Kinesis에 데이터를 복사하는 파일 감시자를 만듭니다.
Kinesis가 Lambda 함수를 트리거하여 로그 데이터로 Amazon CloudWatch 지표를 업데이트하도록 합니다. 지표를 기반으로 CloudWatch 경보를 설정합니다.
C. 예약 된 프로세스를 생성하여 구성 요소의 로그를 Amazon S3에 복사합니다. S3 이벤트를 사용하여 로그 데이터로 Amazon CloudWatch 지표를 업데이트하는 Lambda 함수를 트리거하십시오. 지표를 기반으로 CloudWatch 경보를 설정합니다.
D. 애플리케이션 로그 파일을 AWS CloudTrail에 복사하는 예약 된 프로세스를 생성하십시오. S3 이벤트를 사용하여 로그 데이터로 CloudWatch 지표를 업데이트하는 Lambda 함수를 트리거하십시오. 지표를 기반으로 CloudWatch 경보를 설정합니다.
Answer: A
Explanation:
https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/QuickStartEC2Instance.html