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Last Updated: Oct 09, 2026

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Microsoft AI-103日本語 Exam Syllabus Topics:

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

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

Question #1

Microsoft Foundry エージェントが、以下の内容を含む Azure Search インデックスからの応答を解析します。
- 商品名と商品コードを検索できるテキストフィールド
- 製品説明の埋め込みを格納するベクトル場
ユーザーが以下の方法でインデックスを照会できるようにする必要があります。
- 正確な製品名またはコード
- 製品の自然言語による説明
何を設定すればよいですか?

  • A. キーワード検索のみ
  • B. 意味検索のみ
  • C. ハイブリッド検索
  • D. ベクター検索のみ
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

注:このセクションには、同じシナリオと問題に関する複数の質問セットが含まれています。各質問には、問題に対する固有の解決策が提示されています。提示された解決策が、提示された目標を満たしているかどうかを判断する必要があります。セット内の複数の解決策が問題を解決できる場合もあります。また、セット内のどの解決策も問題を解決でき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、前のセクションに戻ることはできません。そのため、これらの質問は復習画面には表示されません。
画像のアップロードを受け付け、抽出した画像テキストを使用して応答を生成する、マルチモーダルなAI生成モデルをお持ちです。
ユーザーが安全でない画像をアップロードしたり、モデルを操作するための隠された指示を画像に埋め込んだりできることが分かります。
リスクを軽減するための対策を実施する必要があります。
解決策:画像を処理する前に、安全でないコンテンツをブロックするように画像モデレーションを設定します。
これは目標を達成していると言えるでしょうか?

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

Correct Answer: B  🗳️

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Question #3

エージェントを含む Microsoft Foundry プロジェクトがあります。このエージェントは、次のアクションを実行するために 2 つのツールを使用します。
- Azure AI Search を使用して、非公開製品から回答を取得します。
ドキュメント索引。
- ウェブ検索ツールを使用して、公開されている情報を取得します。
インターネット。
特定の実行において、エージェントがインターネットからのみ情報を確定的に取得するようにする必要があります。
tool_choiceはどのような値に設定すべきですか?

  • A. {"type": "azure_ai-search"}
  • B. {"type": "bing_grouding"}
  • C. 「必須」
  • D. 「車」
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #4

Agent1という名前のカスタムエージェントが作成されました。
Microsoft Foundryを使用して、Agent1へのアクセスを制御し、アクティビティを監視する必要があります。
まず最初に何をすべきでしょうか?

  • A. Microsoft Foundry プロジェクトを作成します。
  • B. Microsoft Foundry プロジェクトに Agent1 を追加します。
  • C. Application Insights リソースをプロビジョニングします。
  • D. Microsoft Foundry プレイグラウンドに Agent1 を追加します。
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

ホットスポットに関する質問
エージェントを含む Microsoft Foundry プロジェクトがあります。
エージェントは保存済みのアクセスキーを使用してAzureキーコンテナーからシークレットを取得しますが、これはキーレス認証情報の要件に違反します。
エージェントが機密情報を取得できることを保証する必要があります。解決策は最小権限の原則に従う必要があります。
何を設定すればよいですか?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。

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
Box 1: Enable a system-assigned managed identity at the project level
The correct configuration is to enable a system-assigned managed identity at the project level.
This is the correct approach. Azure AI Foundry (formerly Azure Machine Learning) allows you to enable a system-assigned managed identity directly at the project level. This identity acts as a keyless credential native to Azure. To follow the principle of least privilege, you then assign this project-level identity a specific role (such as Key Vault Secrets User) restricted only to the required Azure Key Vault. This ensures that the agent can retrieve secrets securely without exposing credentials to other projects or resources Box 2: Assign the Key Vault Secrets User role to the managed identity To comply with the keyless-credentials requirement and follow the principle of least privilege, you should configure the Key Vault authorization method to assign the Key Vault Secrets User role to the managed identity using Azure Role-Based Access Control (Azure RBAC).
Reference:
https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway
https://learn.microsoft.com/en-us/azure/app-service/app-service-key-vault-references

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