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


"Developing AI Apps and Agents on Azure (AI-103日本語版)", also known as AI-103 exam, is a Microsoft Certification. With the complete collection of questions and answers, PrepAwayPDF has assembled to take you through 159 Q&As to your AI-103 Exam preparation. In the AI-103 exam resources, you will cover every field and category in Azure AI Engineer Associate Certification helping to ready you for your successful Microsoft Certification.

  • Exam Code: AI-103
  • Exam Name: Developing AI Apps and Agents on Azure (AI-103日本語版)
  • Total Questions: 159

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Microsoft AI-103日本語 Exam Syllabus Topics:

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

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

Question 1

ドラッグアンドドロップ問題
Azure AI Search を使用する Web アプリケーションをお持ちです。
アクティビティをレビューしたところ、予想を上回る検索クエリ数が確認されました。クエリキーが侵害された疑いがあります。
検索エンドポイントへの不正アクセスを防止し、ユーザーがドキュメントコレクションに対して読み取り専用アクセスのみを許可されるようにする必要があります。また、アプリケーションのダウンタイムを最小限に抑えるソリューションが求められます。
どの3つの行動を順番に実行すべきでしょうか?回答するには、行動リストから適切な行動を回答欄に移動させ、正しい順序に並べ替えてください。


Question 2

Azure AI Studioでは、GPT-35 Turboモデルを使用してCompletionsプレイグラウンドを利用します。
プロンプトに以下のコードが含まれています。
function F(n)
{
var f = [0, 1];
for (var i = 2; i < n; i++) f[i] = f[i-1] + f[i-2];
return f;
}
コードの説明を作成するにはモデルが必要です。解決策はコストを最小限に抑えるものでなければなりません。
あなたはどうすべきでしょうか?

A. 温度パラメータを1に設定します。
B. モデルを GPT-4-32k に変更します。
C. プロンプトに関数 F(説明) を追加します。
D. プロンプトに // 関数 F は何をしますか? を追加します。


Question 3

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、Foundry Too の Azure Content Understanding を使用して、ベンダーのオンボーディング パケットを処理します。これらのパケットには、表とハイパーリンクを含むデジタル PDF ファイルが含まれています。
抽出されたコンテンツは検索用にインデックス化され、Markdown形式で下流のエージェントに提供されます。
検索拡張生成(RAG)ワークフローに最適化されたレイアウトと意味構造を持つMarkdown出力を生成する必要があります。
どの内蔵アナライザーを使用すべきですか?

A. 事前構築済みドキュメントフィールドスキーマ
B. 事前構築済みレイアウト
C. プリビルド読み取り
D. 組み込みドキュメント検索


Question 4

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


Question 5

あなたはMicrosoft Foundryプロジェクトを持っています。
社内ポリシー文書の検索ソリューションをサポートするには、モデルカタログからモデルをデプロイする必要があります。このモデルは、文書内のテキストとユーザーのクエリのベクトル表現を生成する必要があります。
どのタイプのモデルを使用すべきですか?

A. 大規模言語モデル(LLM)
B. 小型言語モデル(SLM)
C. 埋め込みモデル
D. 画像生成モデル


Solutions:

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

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