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Microsoft AI-103日本語 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Plan and Manage Azure AI Solutions | - Model selection and lifecycle management - Responsible AI principles and governance - Azure AI resource provisioning and configuration |
| Implement Natural Language Processing Solutions | - Text analytics and summarization - Language understanding and intent recognition - Translation and multilingual support |
| Knowledge Mining and Information Retrieval | - RAG (Retrieval Augmented Generation) patterns - Indexing and semantic search - Azure AI Search configuration |
| Implement Computer Vision Solutions | - Image classification and object detection - OCR and document intelligence |
| Develop Generative AI Applications and Agents | - AI agents architecture
|
Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) Sample Questions:
Question 1
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. 画像生成モデル
B. 埋め込みモデル
C. 小型言語モデル(SLM)
D. 大規模言語モデル(LLM)
Question 2
Azure OpenAIのGPT-4モデルを使用して歌詞を生成するチャットボットを構築します。
回答には、モデル学習中に取り込まれた可能性のある人気曲の歌詞が含まれていないことを確認する必要があります。
どのAzure AIコンテンツ安全APIを使用すべきでしょうか?
A. テキスト分析
B. 接地性検出
C. カスタムカテゴリ
D. 保護された素材のテキスト検出
Question 3
顧客サポート担当者が使用する、検索拡張生成(RAG)チャットソリューションを含むMicrosoft Foundryプロジェクトがあります。
Pipeline1という名前のCI/CDパイプラインに、自動化されたプレプロダクション評価ステップを追加します。この評価は、サポート質問と想定される背景コンテキストを含むラベル付きテストデータセットに対して実行されます。
サポートされていないコンテンツや取得ミスが定義されたしきい値を超えた場合に、Pipeline1が失敗するようにする必要があります。
- 回答には、取得した情報源によって裏付けられていない主張が含まれる
コンテンツ
取得したソースコンテンツがラベル付けされた期待値と一致しません
コンテクスト
Pipeline1では、どの2つの組み込み評価関数を使用すべきでしょうか?それぞれの正解は、解答の一部を示しています。
注:正解ごとに1ポイントが加算されます。
A. 検索
B. コヒーレンス
C. 回答の完全性
D. 地に足の着いた感覚
E. 流暢さ
Question 4
ホットスポットに関する質問
Azure AI Search を使用するエンリッチメント パイプラインを作成しています。ナレッジ ストアには、構造化されていない JSON データと、スキャンされた PDF ドキュメントのテキストが含まれています。
各データタイプには、どの投影法を使用すべきでしょうか?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。
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。
Solutions:
| Question 1 Answer: B | Question 2 Answer: D | Question 3 Answer: A,D | Question 4 Answer: Only visible for members | Question 5 Answer: Only visible for members |







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