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Updated: Jul 19, 2026

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Microsoft AI-103日本語 Exam Overview:

Certification Vendor:Microsoft
Exam Name:Developing AI Apps and Agents on Azure
Exam Number:AI-103
Exam Price:$165 USD
Passing Score:700
Certificate Validity Period:1 year
Exam Format:Multiple choice, Case study, Scenario-based, Hands-on labs
Related Certifications:Microsoft Certified: Azure AI Apps and Agents Developer Associate
Real Exam Qty:40-60
Available Languages:English
Exam Duration:100 minutes
Sample Questions:Microsoft AI-103日本語 Sample Questions
Exam Way:Online proctored or test center
Pre Condition:Experience with Python programming and familiarity with Azure AI services, generative AI, and Microsoft Foundry is recommended.
Official Syllabus URL:https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ai-103

Microsoft AI-103日本語 Exam Syllabus Topics:

SectionWeightObjectives
Implement agentic solutions20-25%- Build AI agents
  • 1. Integrate tools and external knowledge
  • 2. Configure memory and orchestration
  • 3. Create autonomous and multi-agent workflows
- Manage agent operations
  • 1. Secure agent interactions
  • 2. Implement scalable deployments
  • 3. Monitor and debug agents
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. Build retrieval-augmented generation solutions
  • 2. Implement prompt engineering
  • 3. Use Azure OpenAI and Foundry models
Implement computer vision solutions10-15%- Analyze visual content
  • 1. Use multimodal vision APIs
  • 2. Process images and video
  • 3. Implement OCR and visual understanding
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
Plan and manage Azure AI solutions25-30%- Manage AI solution lifecycle
  • 1. Implement CI/CD for AI applications
  • 2. Apply responsible AI practices
  • 3. Monitor model and application performance
- Plan Azure AI resources
  • 1. Configure authentication and security
  • 2. Manage deployments and monitoring
  • 3. Select Azure AI services and Foundry resources

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

1. エージェントを含む Microsoft Foundry プロジェクトがあります。
エージェントの知識源は、Azure Blob Storageに保存されているスキャン済みのPDFトラブルシューティングガイドのセットです。ガイドページは2列レイアウトと表で構成されています。
PDFを処理するには、Foundry ToolsのAzure Content Understandingを使用します。
処理済みのコンテンツをインデックスに取り込み、検索拡張生成(RAG)に利用し、抽出したフィールドを後続の自動化のために保存する予定です。
関係者は、抽出された各フィールド値が元のPDFのどこから来たのかを確認できなければならず、信頼性の低い抽出結果は手動レビューのために回送する必要がある。
コンテンツ理解ドキュメントアナライザーの出力には、フィールドごとの信頼度スコアと、ソースドキュメント内の位置を示すソース情報が含まれていることを確認する必要があります。
あなたはどうすべきでしょうか?

A) ラベル付きサンプルを提供する。
B) アナライザーを、すべてのフィールドに対して生成抽出を使用するように設定します。
C) enableSegmentをtrueに設定します。
D) estimateFieldSourceAndConfidence を有効にします。


2. ドラッグアンドドロップ問題
サプライヤーから提出された調達文書を処理するMicrosoft Foundryプロジェクトがあります。
Foundry ToolsのAzure Content Understandingを使用して、2つのパイプラインを実装する必要があります。
解決策は以下の要件を満たす必要があります。
- コスト効率の良いパイプラインをサポートする Pipeline1 という名前のパイプラインを含める。
単体PDF形式の請求書を大量に処理する。
- クロスドキュメントをサポートする Pipeline2 という名前のパイプラインを含める
多段階推論と参照データを用いた検証。
各パイプラインはどのように構成すればよいでしょうか? 回答するには、適切な構成を正しいパイプラインにドラッグしてください。各構成は、1回、複数回、またはまったく使用しない場合があります。コンテンツを表示するには、ペイン間の分割バーをドラッグするか、スクロールする必要がある場合があります。
注:正解ごとに1ポイントが加算されます。


3. トラフィック量の多いエージェントを含む Microsoft Foundry プロジェクトがあります。
最近のアップデート後、運用コストが大幅に増加しました。
監視の結果、エージェントへのユーザーアクセス量は変化していないことが確認されました。
リクエストまたはレスポンスの特性の変化が、増加の原因となっているのではないかと疑っている。
追加コストの原因が、モデルの入力サイズ、出力サイズ、またはツール使用範囲の拡大のいずれにあるかを特定する必要があります。
どの可観測性機能を使用すべきでしょうか?

A) 評価指標
B) 実行成功率
C) レイテンシー
D) トークンの使用


4. ホットスポットに関する質問
Microsoft Foundry Agent Service を使用してカスタマーサポートエージェントを作成するための計画を提案する必要があります。エージェントは以下の要件を満たす必要があります。
・複数の会話間でユーザーの設定を保持する。
- ユーザーが直接アップロードすることで、文脈的な根拠を提供できるようにする
チャット中にドキュメントを閲覧する。
それぞれの要件に対して、どのFoundry機能を推奨すべきでしょうか?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。


5. Azure AI Content Safety を構成して、生成アプリケーションでユーザーがアップロードした画像をモデレートするようにします。テスト中に、同僚が、ある画像が暴力の深刻度スコア 3 を返したと主張しました。
なぜこのような結果はあり得ないのか?

A) コンテンツセーフティは画像ではなくテキストのみを審査します。
B) 画像コンテンツモデルは、深刻度値0、2、4、6のみを返します。
C) 重症度3は自傷行為のカテゴリーのみに適用されます
D) 画像モデレーションは常にブロックまたは許可のバイナリフラグを返し、深刻度は返しません。


Solutions:

Question # 1
Answer: D
Question # 2
Answer: Only visible for members
Question # 3
Answer: D
Question # 4
Answer: Only visible for members
Question # 5
Answer: B

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