Microsoft AI-103日本語 Q&A - in .pdf

  • Exam Code: AI-103日本語
  • Exam Name: Developing AI Apps and Agents on Azure (AI-103日本語版)
  • Updated: Aug 29, 2026
  • Q & A: 159 Questions and Answers
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Microsoft AI-103日本語 Q&A - Testing Engine

  • Exam Code: AI-103日本語
  • Exam Name: Developing AI Apps and Agents on Azure (AI-103日本語版)
  • Updated: Aug 29, 2026
  • Q & A: 159 Questions and Answers
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Microsoft AI-103日本語 Exam Syllabus Topics:

SectionWeightObjectives
Implement computer vision solutions10–15%- Implement image analysis and processing
  • 1. Implement object detection and image classification
  • 2. Extract text and structure from images
  • 3. Use Azure AI Vision services
- Build multimodal solutions
  • 1. Combine vision and language capabilities
  • 2. Process and analyze video content
Implement text and speech analysis solutions10–15%- Implement speech capabilities
  • 1. Speech-to-text and text-to-speech integration
  • 2. Speech translation and speaker recognition
- Implement natural language processing
  • 1. Build conversational language understanding
  • 2. Use Azure AI Language services
  • 3. Perform sentiment analysis, entity recognition, and summarization
Implement generative AI and agentic solutions30–35%- Design and implement intelligent agents
  • 1. Manage state, memory, and context
  • 2. Select agent architecture patterns
  • 3. Integrate agents with external systems and data sources
  • 4. Implement multi-agent workflows and orchestration
- Build generative AI applications
  • 1. Integrate Azure OpenAI and other models
  • 2. Implement function calling and tool use
  • 3. Implement prompt engineering and optimization
  • 4. Build retrieval-augmented generation (RAG) solutions
Implement information extraction and knowledge mining10–15%- Build knowledge bases and search solutions
  • 1. Design knowledge mining pipelines
  • 2. Create and manage vector indexes
  • 3. Implement Azure AI Search
- Extract structured data from documents
  • 1. Process forms, invoices, and unstructured content
  • 2. Use Azure AI Document Intelligence
Plan and manage Azure AI solutions25–30%- Manage AI solution development lifecycle
  • 1. Integrate with CI/CD pipelines
  • 2. Monitor and maintain AI workloads
  • 3. Configure model and agent deployments
- Design Azure AI infrastructure
  • 1. Select appropriate Azure AI Foundry services
  • 2. Plan for security, compliance, and responsible AI
  • 3. Design for scalability, availability, and cost optimization

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

Question 1

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. タスク自動化
B. 自律型
C. 即時応答
D. 認知


Question 2

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


Question 3

Foundry Tools の Azure Speech リソースがあり、そこにカスタムの音声認識モデルがカスタムエンドポイントにデプロイされています。エージェントはこのエンドポイントを使用して、リアルタイムの音声認識を実行します。
お客様のカスタム音声認識モデルの有効期限が近づいています。
モデルの有効期限が切れた場合、どのような動作が想定されますか?

A. 新しいカスタムモデルがデプロイされるまで、音声認識リクエストは4xxエラーを返します。
B. カスタムモデルは、モデルの有効期限が切れると自動的に削除されます。
C. 音声認識リクエストは、モデルが手動で削除されるまで、期限切れのカスタムモデルを引き続き使用します。
D. 音声認識要求は、同じロケールの最新の基本モデルにフォールバックします。


Question 4

You are defining an agent in Microsoft Foundry Agent Service. The agent uses a catalogue model for reasoning, a system instruction that sets its goals, and a file search capability that reads a knowledge store. Which three components does this combination represent?

A. エンドポイント、APIキー、デプロイメント名
B. モデル、説明書、工具
C. トリガー、アクション、条件
D. 埋め込み、リトリーバー、ジェネレータ


Question 5

あなたは、PDF形式で保存されている人事(HR)ポリシーに関する質問に答えるソリューションを設計しています。
特定の質問に対して、毎回同じ回答が返されるようにする必要があります。また、開発の手間を最小限に抑えるソリューションでなければなりません。
ソリューションにはどのサービスを含めるべきでしょうか?

A. Azure AI ドキュメントインテリジェンス
B. Azure OpenAI
C. Azure Machine Learning
D. Azure AI 言語


Solutions:

Question 1
Answer: D
Question 2
Answer: A
Question 3
Answer: D
Question 4
Answer: B
Question 5
Answer: B

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