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Python AI on Azure: Azure OpenAI, RAG & Agents

The Python AI on Azure: Azure OpenAI, RAG & Agents course by Koenig Original equips Python developers and AI engineers with hands-on skills to build production-grade generative AI applications using Azure OpenAI, Retrieval-Augmented Generation (RAG), and intelligent agent systems. It solves the critical challenge of integrating secure, data-aware AI into enterprise workflows—addressing demand seen in 75% of organizations planning AI agent deployment by 2026 (Microsoft, 2024).

This training prepares learners for the Microsoft Certified: Azure AI Engineer Associate (AI-102) certification, validating expertise in building responsible AI solutions on Azure. Koenig delivers official vendor-authorized courseware with 30-day lab access, ensuring mastery of prompt engineering, multi-agent orchestration, and model fine-tuning—empowering professionals to lead AI innovation in their organizations.

32 Hours (4 Days)
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Course Overview

The **Python AI on Azure: Azure OpenAI, RAG & Agents** course by **Koenig Original** is designed for developers, AI engineers, and cloud solution architects aiming to master generative AI implementation on Microsoft Azure. This hands-on training prepares learners for the **Microsoft Certified: Azure AI Engineer Associate** certification, focusing on real-world AI development with Azure OpenAI Service, Retrieval-Augmented Generation (RAG), and intelligent agent orchestration. Target roles include AI Solutions Developer, Cloud AI Engineer, and Generative AI Specialist—positions in high demand as over 70% of Fortune 500 companies now pilot agent-based automation systems. With AI engineering among the fastest-growing tech roles, this course equips professionals with cutting-edge skills validated by industry-recognized Microsoft certification.

Participants gain practical experience using key Azure services including **Azure OpenAI Service**, **Azure AI Studio**, **Azure AI Search**, **Visual Studio Code with Foundry extension**, and **Microsoft 365 Copilot**. Through guided labs in the **Azure Portal** environment, students build functional AI agents capable of dynamic tool integration, multi-agent orchestration, and RAG-enhanced responses. A core project involves developing a collaborative multi-agent system that automates customer support workflows by retrieving enterprise knowledge via Azure AI Search and deploying agents into Microsoft Teams—mirroring real-world enterprise implementations. These labs emphasize REST API integration, SDK usage, and secure deployment patterns essential for production-grade AI applications.

This course directly supports career advancement by preparing candidates for Microsoft’s **Azure AI Engineer Associate** credential, one of the most sought-after certifications in enterprise AI. Certified professionals report average U.S. base salaries between $130,000 and $165,000, with strong growth potential in AI architecture and intelligent automation. **Koenig Original** enhances learning with **Guaranteed-to-Run** scheduling and access to official Microsoft courseware, ensuring consistent, high-quality instruction. By mastering Python-based AI development on Azure, graduates are positioned to lead innovation in generative AI, drive digital transformation, and advance into senior roles shaping the future of cloud-native intelligent systems.

What You'll Learn

Deploy Azure AI Foundry models through the comprehensive model catalog, enabling seamless integration of advanced AI solutions. Implement RAG-based systems with Azure AI Foundry and your own data to enhance retrieval-augmented generation capabilities for more accurate responses. Develop intelligent AI agents using Azure OpenAI and Semantic Kernel, empowering automation and decision-making processes. Fine-tune language models with Azure AI Foundry to ensure consistent and reliable AI behavior tailored to your needs. Secure your generative AI workloads with Azure Content Safety and Entra ID, safeguarding sensitive data and maintaining compliance. Monitor and govern your AI solutions effectively with Azure AI Foundry Observability, ensuring optimal performance and compliance. This course on Python AI on Azure: Azure OpenAI, RAG & Agents by Koenig Original provides essential skills to leverage Azure’s powerful AI tools, helping you build secure, scalable, and intelligent applications that drive innovation and operational excellence.

Prerequisites

Recommended knowledge before taking this course
  • An active Azure subscription with permissions to create resources, such as Owner or User Access Administrator, is essential for mastering Python AI on Azure: Azure OpenAI, RAG & Agents by Koenig Original.
  • Practical experience using the Azure portal and deploying Azure resources will help you efficiently set up and manage AI solutions.
  • Proficiency in Python 3.8+ is crucial for developing and customizing AI models within this course.
  • A solid understanding of REST APIs and HTTP methods enables seamless integration of AI services with existing applications.
  • Knowledge of JSON data format and API key authentication ensures secure and effective communication with Azure AI services.
  • Familiarity with command-line tools like Azure CLI or Git allows for faster deployment and version control of your AI projects.
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Certification Exam

Everything you need to know about the Python AI on Azure: Azure OpenAI, RAG & Agents certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates may retake the Python AI on Azure: Azure OpenAI, RAG & Agents exam after 24 hours; subsequent attempts follow standard Microsoft retake guidelines.
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What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

78%

of Python AI on Azure: Azure OpenAI, RAG & Agents certified professionals report career advancement within 6 months

Salary Impact

+22%

Average salary increase reported after obtaining the Python AI on Azure: Azure OpenAI, RAG & Agents certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Azure AI Engineer
  • AI Agent Developer
  • Generative AI Specialist
  • Cloud AI Engineer
  • Intelligent Automation Specialist
  • Azure AI Solutions Architect

Companies Hiring

5,000+
Microsoft Accenture Deloitte Infosys Wipro TCS Capgemini JP Morgan Goldman Sachs EY

and 5,000+ organizations worldwide seeking Python AI on Azure: Azure OpenAI, RAG & Agents certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

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    Head of L&D, UK Enterprise

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  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Python AI on Azure: Azure OpenAI, RAG & Agents training course

Is the certification exam included in the course fee for 'Python AI on Azure: Azure OpenAI, RAG & Agents', and what is the exam cost if separate?
The certification exam is not included in the course fee for 'Python AI on Azure: Azure OpenAI, RAG & Agents'. The required Microsoft Applied Skills credential exam (AI-3026) costs $165 separately. This performance-based assessment, delivered via Microsoft Learn, validates your practical ability to build AI agents on Azure.
What training formats does Koenig offer for this course, and is there Guaranteed-to-Run scheduling?
Koenig offers 'Python AI on Azure: Azure OpenAI, RAG & Agents' via live online 1-on-1, public instructor-led, and self-paced Flexi formats. All formats feature Guaranteed-to-Run scheduling. This ensures your training proceeds as planned even with one participant, providing reliable access to official Microsoft courseware and expert-led guidance globally.
How long is lab access provided, and what environment is used for hands-on practice?
You receive 30 days of post-completion lab access for 'Python AI on Azure: Azure OpenAI, RAG & Agents' using Microsoft Learn-hosted cloud sandboxes. These browser-based environments provide secure, real-world practice with Azure AI Foundry, Visual Studio Code, and Azure OpenAI tools, allowing you to build and deploy agents without local setup.
What is Koenig's rescheduling and cancellation policy for this course, including any fees?
Koenig allows free rescheduling for 'Python AI on Azure: Azure OpenAI, RAG & Agents' if requested over 10 days before the start date. Changes within 10 days incur a 50% fee. Per Koenig’s Terms, sessions cannot be rescheduled more than once, and all bookings are protected by a 100% happiness guarantee for refunds.
What is the format, number of questions, passing score, and time limit for the associated certification exam?
The Microsoft AI-3026 exam for 'Python AI on Azure: Azure OpenAI, RAG & Agents' is a 90-minute, hands-on lab assessment. It uses scenario-based tasks rather than traditional questions, requiring a passing score of 700/1000. Proctored via Microsoft Learn, it evaluates your practical skills in developing and deploying agents using Azure AI Foundry.
How long is the certification valid, and what is the renewal process and cost?
The Microsoft Applied Skills credential from 'Python AI on Azure: Azure OpenAI, RAG & Agents' is valid for one year. Renewal is free via an unproctored online assessment on Microsoft Learn covering Azure AI updates. This extends your certification by one year at no cost, ensuring your expertise in agentic AI remains current.
What post-training support does Koenig provide after completing the course?
Koenig provides 30 days of lab access, session recordings, and expert mentor support after 'Python AI on Azure: Azure OpenAI, RAG & Agents'. You also receive comprehensive exam prep materials, 200+ practice questions, and are eligible for a free retake within six months under our 100% happiness guarantee for your peace of mind.
What prerequisites or prior experience are needed to succeed in this course?
To succeed in 'Python AI on Azure: Azure OpenAI, RAG & Agents', you need intermediate Python 3.x proficiency, REST API familiarity, and Azure portal experience. Prior exposure to Azure OpenAI Service, prompt engineering, and vector databases is highly recommended to maximize your learning outcomes during our advanced agentic AI and RAG labs.
What is the average salary impact or career advancement potential after completing this course?
Professionals completing 'Python AI on Azure: Azure OpenAI, RAG & Agents' report average U.S. salaries between $130,000 and $165,000, with a 28% average increase post-certification. The training prepares you for roles like Azure AI Engineer or Generative AI Developer, with 88% of learners reporting significant career advancement within six months of completion.
How does instructor-led training for this course compare to self-study in terms of effectiveness?
Instructor-led training for 'Python AI on Azure: Azure OpenAI, RAG & Agents' provides 24 hours of expert guidance, structured labs, and real-time feedback, far outpacing self-study. Koenig’s approach includes 30-day lab access and 200+ practice questions, significantly accelerating your exam readiness and practical skill development compared to independent learning methods.
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