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Training: Develop generative AI apps in Azure (AI-3016)

Ref. AI-3016
Duration:
1
 jour
Exam:
Non certifiant
Level:
Intermédiaire

Develop generative AI apps in Azure Training (AI-3016)

Generative AI is revolutionizing how organizations produce content, interact with their data and automate complex tasks. However, integrating GPT models into secure, high-performance business applications requires specific skills that few professionals master today. Without structured training, development teams struggle to unlock the full potential of Azure OpenAI Service and build reliable solutions for production environments.

This 1-day AI-3016 training teaches you to develop generative AI solutions with Azure OpenAI Service. You will learn to deploy and configure GPT-4 models, master prompt engineering techniques for precise and reproducible results, implement the RAG (Retrieval-Augmented Generation) pattern to connect AI to your enterprise data and use DALL-E for image generation. Hands-on labs on the Azure cloud platform guide you through building complete generative AI applications, from service configuration to integration into a functional application. This official Microsoft course is delivered by MCT-certified trainers at ITTA, a Microsoft Learning Partner, at our Geneva and Lausanne centers.

Participant Profiles

  • Data Scientists
  • AI Engineers
  • Machine Learning Developers
  • Cloud Architects
  • AI Consultants
  • Technology Project Managers

Objectives

  • Deploy and configure Azure OpenAI Service with GPT-4 models
  • Master prompt engineering techniques for precise and reliable results
  • Implement the RAG pattern to connect generative AI to your enterprise data
  • Develop applications integrating text and image generation with DALL-E
  • Apply security and responsible AI best practices in your solutions

Prerequisites

  • Understand the basics of artificial intelligence
  • Familiarity with fundamental Azure cloud concepts
  • Experience using Azure AI Studio

Course Content

Module 1 : Plan and prepare to develop AI solutions on Azure

  • What is AI?
  • Microsoft Foundry
  • Foundry Tools
  • Developer tools and SDKs
  • Responsible AI
  • Module assessment

Module 2 : Select, deploy, and evaluate Microsoft Foundry models

  • Explore the model catalog
  • Select models using benchmarks
  • Deploy models to endpoints
  • Evaluate model performance

Module 3 : Develop a generative AI chat app with Microsoft Foundry

  • Explore with the model playground
  • Choose an endpoint and SDK
  • Generate responses with the Responses API
  • Generate responses with the ChatCompletions API

Module 4 : Develop generative AI apps that use tools

  • What are tools?
  • Use the code_interpreter tool
  • Use the web_search tool
  • Use the file_search tool
  • Use the function tool
  • Module assessment

Module 5 : Optimize generative AI model performance with Microsoft Foundry

  • Optimize model output with prompt engineering
  • Ground your model with Retrieval Augmented Generation
  • Fine-tune a model for consistent behavior
  • Compare and combine optimization strategies
  • Module assessment

Module 6 : Implement a responsible generative AI solution in Microsoft Foundry

  • Plan a responsible generative AI solution
  • Map potential harms
  • Measure potential harms
  • Mitigate potential harms
  • Manage a responsible generative AI solution
  • Module assessment

Documentation

  • Access to Microsoft Learn, Microsoft’s online learning platform, offering interactive resources and educational content to deepen your knowledge and develop your technical skills.

Lab / Exercises

  • This course provides you with exclusive access to the official Microsoft lab, enabling you to practice your skills in a professional environment.

Complementary Courses

Eligible Funding

ITTA is a partner of a continuing education fund dedicated to temporary workers. This fund can subsidize your training, provided that you are subject to the “Service Provision” collective labor agreement (CCT) and meet certain conditions, including having worked at least 88 hours in the past 12 months.

Additional Information

Azure OpenAI Generative AI Training: Azure OpenAI Service — Enterprise-Grade Generative AI

Azure OpenAI Service provides access to the most advanced generative AI models (GPT-4, GPT-4o, DALL-E) in a secure, enterprise-compliant cloud environment. Unlike using ChatGPT directly, Azure OpenAI Service offers guarantees around data privacy, regulatory compliance, and access control. Your data is not used to train the models, and the service benefits from Azure infrastructure with its security certifications (ISO 27001, SOC 2, GDPR). For organizations in Switzerland, this means leveraging the power of generative AI while meeting the governance and data protection requirements of the nFADP and sector-specific regulations.

Prompt Engineering and Advanced Techniques

Prompt engineering is the art of crafting precise instructions to obtain relevant and reliable responses from language models. This skill is at the core of the AI-3016 training. You will learn fundamental techniques: structuring prompts with roles and contexts, using the system message, few-shot learning with examples, and managing temperature and other generation parameters. The course also covers advanced techniques for controlling JSON output format, managing multi-turn conversations with history, and reducing hallucinations through grounding strategies. These skills will allow you to build generative AI applications that produce consistent, reproducible, and actionable results in a professional context.

The RAG Pattern: Connecting AI to Your Data

Retrieval-Augmented Generation (RAG) is the most widely used architectural pattern for building generative AI applications connected to enterprise data. Rather than relying solely on the model’s general knowledge, RAG retrieves relevant information from your databases, documents, or knowledge bases and injects it into the prompt context. The result is an AI-generated response grounded in your current, specific data with source citations. The training covers full implementation of the RAG pattern using Azure AI Search as the vector search engine and Azure OpenAI for generation. You will build a working system capable of answering questions based on your own documents.

Enterprise Generative AI Use Cases

Enterprise applications of generative AI are rapidly expanding across all sectors. Internal conversational assistants answer employee questions about procedures, HR policies, or technical documentation. Automated content generation accelerates the drafting of reports, summaries, and communications. Analyzing large documents with key information extraction saves legal and compliance teams considerable time. Customer support benefits from personalized responses generated in real time from the knowledge base. DALL-E enables rapid creation of visuals and graphic prototypes. In French-speaking Switzerland, organizations that master these technologies gain a competitive edge in their digital transformation and productivity efforts.

Practical Training at ITTA, a Microsoft Learning Partner

ITTA delivers this training at its Geneva and Lausanne centers, as well as in a virtual classroom. As a Microsoft Learning Partner, ITTA guarantees the official Microsoft content with MOC course materials and access to Azure OpenAI cloud labs. MCT-certified instructors have hands-on experience developing generative AI solutions and share best practices from real-world deployments. The practical labs allow you to work directly with Azure OpenAI APIs, build RAG pipelines, and experiment with prompt engineering in a secure environment.

Frequently Asked Questions About the AI-3016 Training

What are the prerequisites for the AI-3016 training?

Basic programming skills (Python or C#) and familiarity with Azure cloud services are recommended. No prior experience with generative AI is required, but an interest in language models is a plus.

What is the difference between ChatGPT and Azure OpenAI Service?

ChatGPT is a consumer product from OpenAI. Azure OpenAI Service provides access to the same GPT models in a secure Azure cloud environment, with data privacy guarantees, granular access control, and enterprise-grade compliance standards.

What is the RAG pattern covered in the training?

RAG (Retrieval-Augmented Generation) is an architecture that connects GPT models to your enterprise data. The system searches for relevant information in your documents before generating a response, producing factual, contextualized results.

Does the training cover DALL-E for image generation?

Yes, the program includes an introduction to DALL-E via Azure OpenAI Service for generating images from text descriptions. You will learn how to integrate this functionality into an application.

Does this training prepare for a certification?

It prepares for a Microsoft Applied Skill, a practical validation format where you demonstrate your ability to develop a functional generative AI solution with Azure OpenAI Service in a lab environment.

Can I take AI-3016 after AI-900?

Yes, AI-900 provides the conceptual foundations of AI on Azure. AI-3016 specifically deepens the generative AI component with Azure OpenAI. However, programming skills are required for the AI-3016 hands-on labs.

Does data used during the labs remain confidential?

Yes, the Azure OpenAI lab environments are isolated and data processed during the training is not used to train the models. The same privacy guarantees as in production apply.

Prix de l'inscription
CHF 850.-
Inclus dans ce cours
  • Training provided by a certified trainer
  • 180 days of access to Official Microsoft Labs
  • Official documentation in digital format
  • Official Microsoft achievement badge
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Route des jeunes 35
1227 Carouge, Suisse

Opening hours

Monday to Friday
8:30 AM to 6:00 PM
Tel. 058 307 73 00

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ITTA
Route des jeunes 35
1227 Carouge, Suisse

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Contact

ITTA
Route des jeunes 35
1227 Carouge, Suisse

Opening hours

Monday to Friday, from 8:30 am to 06:00 pm.

Contact us

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