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AI-103日本語 real exams

Exam Code: AI-103-JPN

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

Updated: Oct 31, 2026

Q & A: 152 Questions and Answers

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Microsoft AI-103日本語 Exam Syllabus Topics:

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

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

Question #1

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。ソリューションは以下の要件を満たす必要があります。
* スタンドアロンの PDF 請求書をコスト効率よく大量に処理できる Pipeline1 という名前のパイプラインを含めます。
* マルチステップ推論と参照データを使用して文書間検証をサポートする、Pipeline2 という名前のパイプラインを含めます。
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。

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
Pipeline1: Single-file task in standard mode
Pipeline2: Multi-file task in pro mode
Pipeline1 should use a single-file task in standard mode because the workload is high-volume processing of standalone PDF invoices. Azure Content Understanding standard mode is intended for individual files that require straightforward structured extraction, and Microsoft describes it as minimizing cost and latency for broad, data-centric processing scenarios. This makes it the best fit for cost-effective invoice extraction where each PDF can be processed independently.
Pipeline2 should use a multi-file task in pro mode because the requirement includes cross-document validation, multi-step reasoning, and reference data. Microsoft guidance states that pro mode is designed for advanced scenarios requiring multi-step reasoning and cross-file analysis, including processing multiple input files in a single request, validating or enriching data across documents, and using reference data to guide extraction and validation.
Single-file pro mode would add unnecessary capability for Pipeline1 and would not optimize for cost- effective high-volume standalone processing. Multi-file standard mode does not meet the pro-mode requirement for reference-data-based reasoning. Reference topics: Azure Content Understanding standard mode, pro mode, single-file tasks, multi-file tasks, field extraction, and procurement document validation.

Question #2

デプロイ済みのチャットモデルを含むMicrosoft Foundryプロジェクトがあります。
Pythonサービスがあり、そこからモデルにAPIリクエストが送信されます。このサービスは、生成された出力を承認済みの応答パターンと比較する自動検証システムと統合されています。
関係者によると、わずかな文言の違いが検証結果の不一致を引き起こしているとのことだ。
出力の安定性を向上させるには、リクエストパラメータを更新する必要があります。解決策は推論の質を最大限に高めるものでなければなりません。
Pythonコードを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。

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
temperature = 0
output_config = { " effort " : " high " }
The correct configuration is temperature = 0 and output_config = { " effort " : " high " }. The requirement is to reduce small wording variations that are breaking automated validation. In chat completion requests, temperature controls sampling randomness. Microsoft's Azure OpenAI reference states that temperature ranges between 0 and 2, and that higher values make output more random while lower values make output more focused and deterministic. Therefore, the most stable setting from the available choices is 0, because it minimizes randomness and improves repeatability for validation-sensitive response patterns.
The solution must also maximize reasoning quality. The code already enables thinking with thinking={ " type
" : " enabled " }, so the remaining reasoning-quality control is the effort setting. Microsoft Foundry model guidance states that the effort parameter controls the quality/cost tradeoff and supports low, medium, and high effort levels. Selecting " high " maximizes reasoning quality among the available options.
Using temperature values of 1 or 2 would increase variability and make validation mismatches more likely.
Selecting low or medium effort would not meet the requirement to maximize reasoning quality. Reference topics: Microsoft Foundry model inference, chat model parameters, temperature, thinking, effort, and output stability.

Question #3

リアルタイムGPTモデルには、クライアント側でのライブオーディオストリーミングと約100ミリ秒のレイテンシをサポートする接続方法が必要です。

  • A. WebRTC
  • B. RTMP
  • C. WebSocket
  • D. SIP
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #4

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、Azure Blob Storageに保存されているドキュメントから構築された知識ソースを使用します。これらのドキュメントには、複数ページの表を含むデジタルスキャンされたPDFファイルが含まれます。
プレーンテキストのみを抽出する取り込みジョブを使用しているため、テーブル構造、見出し、ページ番号などのメタデータが失われます。
ユーザーからは、複数のページにわたる特定の表の行を取得する必要があるという質問が頻繁に寄せられます。
スキャンされた PDF に対して光学文字認識 (OCR) を実行し、表と見出しを構造を考慮したチャンクとして保持し、各チャンクにページ番号メタデータを保存する、検索拡張生成 (RAG) パイプライン用の取り込みジョブを設定する必要があります。
データ取り込みジョブはどのように設定すればよいですか?

  • A. 高度なデータ解析を使用してドキュメントを再取り込みします。
  • B. OCRとページレベルのチャンキングを使用します。
  • C. 基本的な構文解析と固定サイズのチャンキングを使用します。
  • D. ページレベルのOCR抽出を使用し、各ページを単一のチャンクとして保存します。
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #5

Microsoft Foundry プロジェクトで画像編集ワークフローを作成しています。
ワークフローは以下の要件を満たす必要があります。
* マスクベースのインペインティング編集を適用することで、背景オブジェクトが削除できることを確認してください。
編集後の画像の元の照明とスタイルを維持する。
* カスタムモデルではなく、内蔵の画像編集コントロールを使用してください。
画像編集は、マスクされた領域内のみに適用されるようにする必要があります。
ワークフローはどのように設定すればよいですか?

  • A. テキストから画像への変換モードを有効にし、希望する背景除去方法を説明するプロンプトを表示します。
  • B. mask_inpaintingを有効にし、入力画像と、画像内のどの部分を変更するかを示すマスクの両方を指定します。
  • C. プロンプトに基づいて完全な画像を再生成するには、image_to_image モードと高強度値を有効にします。
  • D. 生成モードをimage_variationに設定し、元の画像を参照として提供します。
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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