Last Updated: Aug 31, 2026
No. of Questions: 159 Questions & Answers with Testing Engine
Download Limit: Unlimited
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A credential tied to Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) tells employers you can do the work, not just talk about it. Prepare for the AI-103日本語 exam with 159 expert-verified practice questions from Actual4Cert.
| Certification Vendor: | Microsoft |
|---|---|
| Exam Name: | Developing AI Apps and Agents on Azure AI |
| Exam Number: | AI-103 |
| Passing Score: | 700/1000 |
| Related Certifications: | Microsoft Certified: Azure AI Fundamentals Microsoft Certified: Azure Developer Associate Microsoft Certified: Azure AI Engineer Associate |
| Exam Format: | Scenario-based questions, Case studies, Drag and drop, Multiple response, Multiple choice |
| Real Exam Qty: | 40-60 |
| Exam Duration: | 120-180 |
| Certificate Validity Period: | 1 year (renewable via Microsoft Learn assessment) |
| Exam Price: | USD 165 (may vary by region) |
| Available Languages: | English |
| Recommended Training: | Azure OpenAI Service Documentation Microsoft Learn - Azure AI Engineer Learning Path |
| Exam Registration: | Pearson VUE Microsoft Exams Microsoft Certification Dashboard |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored exam or authorized test center |
| Pre Condition: | Recommended: experience with Azure services, Python or C#, and basic machine learning concepts. Prior knowledge of Azure AI-102 or equivalent is helpful but not mandatory. |
| Official Syllabus URL: | https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-engineer/ |
| Section | Objectives |
|---|---|
| Plan and Manage Azure AI Solutions | - Azure AI resource provisioning and configuration - Responsible AI principles and governance - Model selection and lifecycle management |
| Implement Natural Language Processing Solutions | - Text analytics and summarization - Language understanding and intent recognition - Translation and multilingual support |
| Develop Generative AI Applications and Agents | - AI agents architecture
|
| Knowledge Mining and Information Retrieval | - Azure AI Search configuration - Indexing and semantic search - RAG (Retrieval Augmented Generation) patterns |
| Implement Computer Vision Solutions | - OCR and document intelligence - Image classification and object detection |
The Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) exam (exam code AI-103日本語) is the official Microsoft exam that leads to the Microsoft Certified: Azure AI Engineer Associate certification, sitting at the Professional level of the Microsoft certification track. It is also connected with Microsoft Certified: Azure AI Engineer Associate, Microsoft Certified: Azure AI Fundamentals, Microsoft Certified: Azure Developer Associate. If this is the credential you are working toward, the 159 practice questions at Actual4Cert map directly to its objectives.
The Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) exam includes 40-60 questions, and you have 120-180 to complete them. Divide the time limit by the question count and you get a tight average pace per item, so train yourself to flag time-consuming questions and return to them later instead of getting stuck. Before test day, run at least one full timed session in the Actual4Cert test engine under the same limits — the clock should never surprise you.
The passing score for Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) is 700/1000, and the official registration fee is USD 165 (may vary by region). A failed attempt means paying that fee in full again, so your preparation budget deserves the same attention as your study plan. A practical rule: book your exam date only after you can finish a Actual4Cert practice test comfortably above the passing score more than once.
According to Microsoft, candidates should meet the following before registering: Recommended: experience with Azure services, Python or C#, and basic machine learning concepts. Prior knowledge of Azure AI-102 or equivalent is helpful but not mandatory.. Requirements can change, so confirm the latest details on the official exam page before you register.
You can register for the Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) exam through the official channels below:
Exam delivery: Online proctored exam or authorized test center.
Microsoft lists the following official training options for this exam:
Formal training builds the theory; pair it with the 159 practice questions from Actual4Cert to find out whether you are genuinely ready for the exam.
Yes. A free PDF demo of the AI-103日本語 practice questions is available to download, so you can judge the format and quality before paying anything. Every purchase also includes 365 days of free updates, and if your product expires you can extend the update service at a 50% discount.
Your order is covered by a conditional 100% money-back guarantee: if you take the corresponding exam within 60 days of purchase and do not pass, you may apply for a full refund. Exams taken within 3 days of purchase are not eligible, nor are free materials or expired orders, and the candidate name must match the payer name. To claim, submit a scanned enrollment slip and your official Score Report PDF within 2 days of the exam; claims are processed within 7 days. Prefer to keep studying? You can instead exchange your purchase for two free products of equal value while keeping the update service on your original one. Delivery itself is immediate: your product unlocks for instant download right after payment and a copy is emailed to you within a minute — if nothing arrives within 2 hours, contact our support team. There is no limit on the number of computers you can install it on.
The Microsoft Developing AI Apps and Agents on Azure (AI-103日本語版) blueprint is divided into 5 major domains, starting with Develop Generative AI Applications and Agents, Plan and Manage Azure AI Solutions, and Knowledge Mining and Information Retrieval. The full breakdown, including every subdomain and its weighting, is listed in the Exam Topics section above — review it against your own weak areas before scheduling the exam.
Question 1
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. モデルを GPT-4-32k に変更します。
B. 温度パラメータを1に設定します。
C. プロンプトに // 関数 F は何をしますか? を追加します。
D. プロンプトに関数 F(説明) を追加します。
Question 2
お客様は、Hub1 という名前の Azure AI Foundry ハブ、resource1 という名前の Azure OpenAI リソース、および User1 という名前のユーザーを含む Azure サブスクリプションを所有しています。
User1がHub1に新しいAzure AI Content Understandingプロジェクトを作成できるようにする必要があります。このソリューションは、最小権限の原則に従う必要があります。
User1にはどの役割を割り当てるべきですか?
A. OpenAIの認知サービス貢献者
B. OpenAIの認知サービスユーザー
C. Azure AI 管理者
D. Azure AI開発者
Question 3
あなたは、顧客サポートプラットフォーム向けに、Microsoft Foundry 上で音声処理ソリューションを構築しています。
このプラットフォームは通話内容をリアルタイムで文字起こしするため、社内の管理者は通話中に文字起こしを確認し、問題点を検知することができます。通話音声は電話システムから連続ストリームとして配信されます。
通話の文字起こしが音声ストリームの再生開始からわずか数秒以内に表示されるようにする必要があります。
あなたはどうすべきでしょうか?
A. カスタムニューラルボイスを使用してテキスト読み上げ機能を使用します。
B. 音声翻訳を使用して、複数の言語の文字起こしを生成します。
C. リアルタイム音声認識を使用して、ストリーミング音声入力を処理します。
D. 録音された音声ファイルに対してバッチ文字起こしジョブを実行します。
Question 4
顧客サポートチャットアプリのエージェントを含むMicrosoft Foundryプロジェクトがあります。
エージェントはメモリストアとメモリ検索ツールを使用する。
会話履歴が複数のセッションにまたがって保持されないようにする必要があります。
メモリツールのスコープはどこに設定すべきですか?
A. グローバル
B. セッション
C. {{$conversationId}}
D. {{$userId}}
Question 5
ホットスポットに関する質問
Microsoft Foundryプロジェクトがあり、その中にFoundry Agent Serviceを使用して構築されたカスタマーサポートエージェントが含まれています。
エージェントは、チケット発行ツールを通じてユーザーから提供されたスクリーンショットをAzureストレージにアップロードし、追加の分析に必要なBLOB URLを受け取ります。
エージェントの実行中は画像モデレーションを使用し、実行中に有害なコンテンツが返されないようにする必要があります。Azure AI Content Safety は、BLOB URL を使用して画像にアクセスする必要があります。
解決策は最小権限の原則に従わなければならない。
コンテンツセーフティの設定について、どのような項目を選択すべきでしょうか?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: C | Question 2 Answer: A | Question 3 Answer: C | Question 4 Answer: B | Question 5 Answer: Only visible for members |
Muriel
Riva
Ursula
Alger
Beck
Chad
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