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Updated: Nov 07, 2026

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Who should take the DP-100 exam

The Designing and Implementing a Data Science Solution on Azure (beta) DP-100 Exam certification is an internationally-recognized validation that identifies persons who earn it as possessing skilled as a Microsoft Certified Azure Data Scientist Associate. If candidates want significant improvement in career growth needs enhanced knowledge, skills, and talents. The Designing and Implementing a Data Science Solution on Azure (beta) DP-100 Exam certification provides proof of this advanced knowledge and skill. If a candidate has knowledge of associated technologies and skills that are required to pass Designing and Implementing a Data Science Solution on Azure (beta) DP-100 Exam then he should take this exam.

Microsoft DP-100日本語 Exam Overview:

Certification Vendor:Microsoft
Exam Name:Designing and Implementing a Data Science Solution on Azure
Exam Number:DP-100
Available Languages:Russian, Portuguese (Brazil), English, Japanese, German, French, Korean, Spanish, Simplified Chinese
Passing Score:700/1000
Certificate Validity Period:1 year (renewable through Microsoft certification renewal assessment)
Exam Price:USD 165 (varies by region)
Exam Duration:100-120
Exam Format:Multiple response, Drag and drop, Multiple choice, Case studies, Hands-on lab tasks
Related Certifications:Microsoft Certified: Azure Data Scientist Associate
Real Exam Qty:40-60
Recommended Training:Azure Machine Learning Documentation
Microsoft Learn - DP-100 Learning Path
Exam Registration:Official Microsoft Certification Page
Pearson VUE Registration
Sample Questions:Microsoft DP-100日本語 Sample Questions
Exam Way:Online proctored or in-person at authorized testing centers (Pearson VUE)
Pre Condition:No mandatory prerequisites. Recommended familiarity with Python, machine learning concepts, and Azure fundamentals.
Official Syllabus URL:https://learn.microsoft.com/en-us/credentials/certifications/azure-data-scientist/

Step 3: Taking Online Learning Paths

In addition, Microsoft recommends that the candidates for the DP-100 exam take online courses to adequately prepare for their test. You can find the following learning paths on the official certification webpage:

  • Create Machine Learning Models
  • Create No-Code Predictive Models with Azure Machine Learning
  • Build AI Solutions with Azure Machine Learning

Reference: https://www.microsoft.com/en-us/learning/exam-dp-100.aspx

Microsoft DP-100日本語 Exam Syllabus Topics:

SectionObjectives
Topic 1: Optimize and manage models- Improve model performance
- Track experiments and manage model lifecycle
Topic 2: Explore and analyze data- Ingest and prepare data for modeling
- Perform exploratory data analysis
Topic 3: Design and prepare a machine learning solution- Manage compute and data assets
- Plan and configure Azure Machine Learning workspace
- Select appropriate Azure services for machine learning workloads
Topic 4: Deploy and consume models- Deploy models to endpoints
- Monitor deployed models and endpoints
Topic 5: Train machine learning models- Train models using Azure Machine Learning
- Tune hyperparameters and evaluate models

Microsoft Designing and Implementing a Data Science Solution on Azure (DP-100日本語版) Sample Questions:

Question #1

注:この質問は、同じシナリオを提示する一連の質問の一部です。シリーズの各質問には、記載された目標を達成する可能性のある独自のソリューションが含まれています。一部の質問セットには複数の正しい解決策がある場合もあれば、正しい解決策がない場合もあります。
このセクションの質問に回答すると、その質問に戻ることはできません。その結果、これらの質問はレビュー画面に表示されません。
複数の列に欠損値を含む数値データセットを分析しています。
機能セットの次元に影響を与えることなく、適切な操作を使用して欠損値を消去する必要があります。
すべての値を含めるには、完全なデータセットを分析する必要があります。
解決策:列の中央値を計算し、中央値を列の欠損値の置換として使用します。
ソリューションは目標を達成していますか?

  • A. いいえ
  • B. はい
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

バイナリ分類モデルを作成します。モデルはAzure Machine Learningワークスペースに登録されます。
Azure Machine Learning Fairness SDK を使用して、モデルの公平性を評価します。
ローカル マシン上でモデルのトレーニング スクリプトを開発します。
モデル公平性メトリックを Azure Machine Learning スタジオに読み込む必要があります。
何をすべきでしょうか?

  • A. upload_dashboard_dictionary関数を実装する
  • B. download_dashboard_by_upload_id関数を実装する
  • C. トレーニングスクリプトをアップロードする
  • D. creace_group_metric_sec関数を実装する
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for SureTorrent members. You can sign-up / login (it's free).

Question #3

Azure Notebooks で train-classification という名前の Azure Machine Learning 分類トレーニング実験を監視します。
モデルのトレーニング中に、table という名前のテーブルを成果物として Azure Machine Learning Studio に保存する必要があります。
MLfow を使用してメトリックを収集し、一覧表示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てください。
注意: 正しい選択ごとに 1 ポイントが加算されます。

Reveal Solution  Discussion  0

Correct Answer:


Explanation:

Question #4

注:この質問は、同じシナリオを提示する一連の質問の一部です。シリーズの各質問には、記載された目標を達成する可能性のある独自のソリューションが含まれています。一部の質問セットには複数の正しい解決策がある場合もあれば、正しい解決策がない場合もあります。
このセクションの質問に回答すると、その質問に戻ることはできません。その結果、これらの質問はレビュー画面に表示されません。
Azure Machine Learning Studioで新しい実験を作成しています。
1つのクラスには、トレーニングセットの他のクラスよりもはるかに少ない数の観測値があります。
クラスの不均衡を補うために、適切なデータサンプリング戦略を選択する必要があります。
解決策:サンプリングモードに層別分割を使用します。
ソリューションは目標を達成していますか?

  • A. いいえ
  • B. はい
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for SureTorrent members. You can sign-up / login (it's free).

Question #5

Azure Machine Learningワークスペースを管理しています。モデルを構築し、Responsible AIダッシュボードを構成する必要があります。ダッシュボードから得た情報に基づいて、以下のアクティビティを実行する必要があります。
* モデルから望ましい結果を得るために何を行う必要があるかを決定します。
* 関心のある結果に最も直接的な影響を与える機能を特定します。
Responsible AIダッシュボードの構成に使用するコンポーネントを選択する必要があります。どの2つのコンポーネントを追加する必要がありますか?正解はそれぞれソリューションの一部を示しています。注:正解は1つにつき1ポイントです。

  • A. 説明
  • B. 反事実的仮定
  • C. エラー分析
  • D. 因果関係
Reveal Solution  Discussion  0

Correct Answer: B,D  🗳️

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