Microsoft AI-103日本語 : Developing AI Apps and Agents on Azure (AI-103日本語版)

AI-103日本語 testking pdf

Exam Code: AI-103-JPN

Exam Name: Developing AI Apps and Agents on Azure (AI-103日本語版)

Updated: Aug 31, 2026

Q & A: 159 Questions and Answers

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Microsoft AI-103日本語 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement generative AI solutions25-30%- Optimize and evaluate models
  • 1. Configure content filters and safety
  • 2. Implement multimodal AI capabilities
  • 3. Evaluate responses and grounding
- Develop generative AI applications
  • 1. Use Azure OpenAI and Foundry models
  • 2. Implement prompt engineering
  • 3. Build retrieval-augmented generation solutions
Topic 2: Implement agentic solutions20-25%- Build AI agents
  • 1. Configure memory and orchestration
  • 2. Create autonomous and multi-agent workflows
  • 3. Integrate tools and external knowledge
- Manage agent operations
  • 1. Secure agent interactions
  • 2. Monitor and debug agents
  • 3. Implement scalable deployments
Topic 3: Implement text analysis and information extraction solutions10-15%- Analyze and extract information
  • 1. Use document intelligence services
  • 2. Extract entities and structured data
  • 3. Implement natural language processing
Topic 4: Plan and manage Azure AI solutions25-30%- Plan Azure AI resources
  • 1. Manage deployments and monitoring
  • 2. Select Azure AI services and Foundry resources
  • 3. Configure authentication and security
- Manage AI solution lifecycle
  • 1. Monitor model and application performance
  • 2. Apply responsible AI practices
  • 3. Implement CI/CD for AI applications
Topic 5: Implement computer vision solutions10-15%- Analyze visual content
  • 1. Implement OCR and visual understanding
  • 2. Use multimodal vision APIs
  • 3. Process images and video

Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) Sample Questions:

Question 1

Azure OpenAIのGPT-4モデルを使用して歌詞を生成するチャットボットを構築します。
回答には、モデル学習中に取り込まれた可能性のある人気曲の歌詞が含まれていないことを確認する必要があります。
どのAzure AIコンテンツ安全APIを使用すべきでしょうか?

A. カスタムカテゴリ
B. テキスト分析
C. 接地性検出
D. 保護された素材のテキスト検出


Question 2

ホットスポットに関する質問
PaymentAgent という名前のエージェントを含む Microsoft Foundry プロジェクトがあります。
PaymentAgentには、外部APIを使用して顧客への払い戻しを行う機能ツールが含まれています。
YAML形式でワークフローを作成しています。
ワークフローが人間の承認のために一時停止し、承認が得られた後にのみ返金処理に進むようにする必要があります。
ワークフロー定義はどのように完成させるべきですか?回答するには、回答欄で適切なオプションを選択してください。
注:正解ごとに1ポイントが加算されます。


Question 3

Azure AIエージェントソリューションをお持ちです。
あなたは、ユーザー向けにデータを分析・要約し、データに基づいた推奨事項を生成するエージェントベースのアプリケーション「App1」を開発する予定です。App1は、技術的な知識を持たないビジネスユーザーが使用するアプリケーションであり、新たな予期せぬビジネス上の課題に適応し、時間の経過とともにパフォーマンスを向上させる必要があります。
App1で使用するエージェントの種類を特定する必要があります。ソリューションは以下の要件を満たす必要があります。
- ユーザーに基づいてエージェントのパフォーマンスを時間とともに適応および改善する
フィードバック。
ユーザーが情報に基づいた意思決定を行えるよう、個別の推奨事項を提供する。
決定。
アプリのパフォーマンスを最大限に高める。
どのタイプのエージェントを特定すべきでしょうか?

A. 即時応答
B. タスク自動化
C. 自律型
D. 認知


Question 4

スキャンされたPDF形式の請求書を処理するアプリケーションがあります。請求書のレイアウトは様々で、複数ページにわたる表が含まれています。
光学文字認識(OCR)を使用して合計金額と請求書番号を抽出するパイプラインがあります。しかし、文書構造が無視されるため、結果が不正確になることがよくあります。
OCR、レイアウト分析、およびテンプレート一般化フィールド抽出機能を提供するソリューションを実装する必要があります。このソリューションは、カスタムモデルのトレーニングを必要としないものでなければなりません。また、管理作業を最小限に抑える必要があります。
解決策には何を含めるべきでしょうか?

A. Foundry ToolsにおけるAzureコンテンツの理解
B. Foundry ToolsにおけるAzure言語
C. Azure Machine Learning モデル


Question 5

あなたはAzureサブスクリプションをお持ちです。
あなたは、Azure AIのDALL-Eモデルを使用するアプリを開発する予定です。
モデルをデプロイする必要があります。
何を使うべきでしょうか?

A. PythonおよびPowerShellコマンドレット用のAzure SDK。
B. Azure SDK for JavaScript および Azure Machine Learning Studio。
C. Microsoft Foundry および Azure コマンドラインインターフェイス (CLI)
D. AzureポータルとMicrosoft Graph API


Solutions:

Question 1
Answer: D
Question 2
Answer: Only visible for members
Question 3
Answer: D
Question 4
Answer: A
Question 5
Answer: C

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