Microsoft : AI-103日本語 Questions & Answers
Updated: Sep 04, 2026
No. of Questions: 159 Questions & Answers with Testing Engine
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Microsoft AI-103日本語 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement generative AI solutions | 25-30% | - Optimize and evaluate models
|
| Topic 2: Implement text analysis and information extraction solutions | 10-15% | - Analyze and extract information
|
| Topic 3: Implement agentic solutions | 20-25% | - Manage agent operations
|
| Topic 4: Plan and manage Azure AI solutions | 25-30% | - Manage AI solution lifecycle
|
| Topic 5: Implement computer vision solutions | 10-15% | - Analyze visual content
|
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
エージェントを含む Microsoft Foundry プロジェクトがあります。このエージェントはスレッドとファイルアップロードを使用し、Azure OpenAI モデルのデプロイメントを呼び出します。
負荷テスト中に、呼び出しが断続的に失敗し、HTTP 429 レート制限超過エラーが返されます。
一部のユーザーによるアップロードが失敗し、HTTP 400 ファイルサイズ超過エラーが発生します。
エラーを軽減し、呼び出しの失敗を減らす必要があります。解決策は、サービスおよびモデルの制限内に収まるものでなければなりません。
各エラーを解決するにはどうすればよいでしょうか？回答するには、適切な操作を正しいエラーにドラッグしてください。各操作は、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：彗星の選択はそれぞれ1ポイントです。
Question 2
製品サポートマニュアルをお持ちですね。
マニュアルに基づいて製品サポートチャットボットを構築する必要があります。開発の手間とコストを最小限に抑えるソリューションが求められます。
何を使うべきでしょうか？
A. Azure AI 言語カスタム質問応答
B. Azure AI Search を使用するグラウンディングデータ付き Azure OpenAI GPT-4
C. Azure AI Phi-3-medium(微調整済み)
D. Azure AI ドキュメントインテリジェンス
Question 3
ホットスポットに関する質問
あなたは、検索拡張生成(RAG)ソリューションを含むMicrosoft Founcyプロジェクトを持っています。
クエリ、コンテキスト、レスポンス、正解データを含むラベル付きCSVデータセットを使用して、本番環境前の評価を実行する必要があります。評価では、以下の項目を測定する必要があります。
- 回答がユーザーの質問に対応しているかどうか
- 回答が提供された文脈によって裏付けられているかどうか
回答に機密情報または専有情報が含まれているかどうか
どのAI品質評価指標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 4
サポートチケット用の Foundry Tools の Azure Language に、カスタムの固有表現認識 (NER) プロジェクトがあります。このプロジェクトのスキーマには、ContactInfo という名前のエンティティ型が含まれています。
タグ付きトレーニングファイルでは、電話番号、メールアドレス、ソーシャルメディアのアカウント名にContactInfoが使用されます。
モデル評価の結果、ContactInfoの精度は低く、近くのテキストがContactInfoとして抽出される誤検出も含まれていることがわかった。
プロジェクトの精度を向上させる必要があります。
モデルを再学習させる前に、何をすべきでしょうか？
A. トレーニングデータとしてサポートチケットを追加し、ContactInfoエンティティにラベルを多く追加します。
B. ContactInfo の信頼度しきい値を下げます。
C. 自動ラベル付けジョブをトリガーします。
D. ContactInfo を Phone、Email、SocialMedia エンティティに置き換えます。一致するすべてのスパンのラベルを変更します。
Question 5
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。
Solutions:
| Question 1 Answer: Only visible for members | Question 2 Answer: B | Question 3 Answer: Only visible for members | Question 4 Answer: D | Question 5 Answer: Only visible for members |
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