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Microsoft AI-103日本語 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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. Combine vision and language capabilities
  • 2. Process and analyze video content
Topic 2: Implement text and speech analysis solutions10–15%- Implement speech capabilities
  • 1. Speech translation and speaker recognition
  • 2. Speech-to-text and text-to-speech integration
- Implement natural language processing
  • 1. Use Azure AI Language services
  • 2. Perform sentiment analysis, entity recognition, and summarization
  • 3. Build conversational language understanding
Topic 3: Implement generative AI and agentic solutions30–35%- Design and implement intelligent agents
  • 1. Manage state, memory, and context
  • 2. Integrate agents with external systems and data sources
  • 3. Select agent architecture patterns
  • 4. Implement multi-agent workflows and orchestration
- Build generative AI applications
  • 1. Integrate Azure OpenAI and other models
  • 2. Build retrieval-augmented generation (RAG) solutions
  • 3. Implement function calling and tool use
  • 4. Implement prompt engineering and optimization
Topic 4: Plan and manage Azure AI solutions25–30%- Design Azure AI infrastructure
  • 1. Plan for security, compliance, and responsible AI
  • 2. Design for scalability, availability, and cost optimization
  • 3. Select appropriate Azure AI Foundry services
- Manage AI solution development lifecycle
  • 1. Configure model and agent deployments
  • 2. Monitor and maintain AI workloads
  • 3. Integrate with CI/CD pipelines
Topic 5: Implement information extraction and knowledge mining10–15%- Build knowledge bases and search solutions
  • 1. Implement Azure AI Search
  • 2. Create and manage vector indexes
  • 3. Design knowledge mining pipelines
- Extract structured data from documents
  • 1. Use Azure AI Document Intelligence
  • 2. Process forms, invoices, and unstructured content

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

Question #1

本番環境アプリケーションは、環境変数に格納された API キーを使用して Microsoft Foundry に対して認証を行います。セキュリティチームは、ハードコードされたシークレットを削除し、すべての呼び出しについてプリンシパルごとの監査を有効にするよう求めています。どちらのアプローチが両方の要件を満たしますか?

  • A. マネージドID(キーレス)を使用してMicrosoft Entra IDで認証する
  • B. サービス間で単一のAPIキーを共有し、IPアドレスの許可リストで制限する
  • C. APIキーをAzure Key Vaultに移動し、毎月ローテーションする
  • D. APIキーをマスク変数としてデプロイメントパイプラインに埋め込む
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

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 OpenAI
  • B. Azure AI 言語
  • C. Azure AI ドキュメントインテリジェンス
  • D. Azure Machine Learning
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #3

あなたは、Microsoft Foundry プロジェクト内のマルチモーダルチャットモデルのデプロイメントにリクエストを送信する App1 という名前の Web アプリケーションを持っています。
ユーザーメッセージには、テキストと画像の両方を含めることができます。
現在、App1では画像URLがメッセージコンテンツ内にプレーンテキストとして含まれているため、モデルはそれを画像として認識できません。
トレース結果によると、リクエストにはマルチモーダルコンテンツ配列ではなく、単一のテキストメッセージが含まれていることがわかった。
モデルが画像を正しく処理できるようにするには、テキスト部分と画像参照の両方を含む構造化配列としてメッセージを送信する必要があります。
あなたはどうすべきでしょうか?

  • A. システムメッセージ内に画像URLを配置し、タイプをimage_urlに設定して、モデルが初期化時に画像をロードするようにします。
  • B. 画像をbase64でエンコードし、エンコードされたデータをユーザーメッセージのコンテンツ文字列内に含めます。
  • C. リクエストメタデータセクションに画像URLを追加すると、モデルが処理の問題を自動的に解決できます。
  • D. ユーザーメッセージコンテンツ配列に、タイプ: text とタイプ: image_url のアイテムを含めるように設定します。
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #4

マルチモーダルエージェントは、ユーザーがアップロードした画像を処理します。攻撃者は、エージェントがそれを読み取って実行することを期待して、画像内に隠しテキスト指示を埋め込みます。Azure AI Content Safety のどの機能が、このような攻撃を検出するように設計されていますか?

  • A. プロンプトシールドは、文書および間接的なプロンプト挿入を検出します。
  • B. 暴力カテゴリのコンテンツフィルタが「高」に設定されています
  • C. エージェントのファイル検索ツールを無効にする
  • D. アナライザーの画像解像度しきい値を上げる
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

PDF形式のポリシーマニュアルを取り込むAzure AI Searchインデクサーをお持ちです。
クライアントアプリケーションは、テキストと画像の両方について境界ポリゴンを持つページレベルの引用を表示する必要があります。
Azure AI Search スキルセットに、組み込みのマルチモーダルコンテンツ抽出スキルを 1 つ追加する必要があります。ソリューションは、次の要件を満たす必要があります。
テキストと画像の位置メタデータを提供する。
複数ページにまたがる表を抽出する。
何を追加すればいいですか?

  • A. ドキュメントレイアウト
  • B. Azureコンテンツ理解
  • C. 文書抽出
  • D. GenAIプロンプト
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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