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Python Foundations + AI102

The Python Foundations + AI102 course by Microsoft equips software engineers and AI developers with hands-on skills to build generative AI applications, AI agents, and cognitive solutions using Python and Azure AI Foundry. Designed for developers familiar with REST APIs and SDKs, it addresses the critical industry need to implement responsible, production-ready AI—backed by over 18,000 job listings for Azure AI roles and a growing demand for certified engineers.

This course prepares learners for the Microsoft Certified: Azure AI Engineer Associate certification (Exam AI-102), which retires June 30, 2026. Koenig Solutions provides official vendor-authorized courseware and 30-day lab access, enabling learners to master real-world AI implementation and advance into high-impact roles in enterprise AI development.

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Course Overview

The Microsoft course Python Foundations + AI102 is designed to prepare learners for the AI-102 exam, now retired as of June 30, 2026, which previously led to the Microsoft Certified: Azure AI Engineer Associate credential. This course is tailored for software developers, AI engineers, and cloud solution architects who aim to build and deploy AI solutions on Microsoft Azure using Python. It serves professionals transitioning into AI engineering roles or those in Microsoft partner organizations implementing Azure AI solutions. According to Microsoft, over 95% of Fortune 500 companies use Azure AI services, underscoring the high demand for skilled professionals who can implement generative AI, agentic systems, and cognitive services within enterprise environments.

Learners engage with key Microsoft technologies including Azure AI Foundry, Azure OpenAI Service, Azure AI Vision, Azure AI Language, Azure AI Speech, and Azure AI Document Intelligence. The hands-on labs are conducted in the Azure Portal and utilize Python-based SDKs and REST APIs, where students build end-to-end AI solutions such as implementing Retrieval-Augmented Generation (RAG) patterns, configuring prompt flows, and deploying custom agents grounded in enterprise data. A real-world scenario involves creating a secure, scalable document intelligence system that extracts, analyzes, and translates business documents using AI models, while applying responsible AI principles like content moderation and harm detection to ensure ethical AI deployment.

Although the AI-102 exam and its associated certification have been retired, the skills remain highly relevant for professionals pursuing the new AI-103 path. Prior to retirement, the Microsoft Certified: Azure AI Engineer Associate was recognized as a leading credential in enterprise AI implementation, with certified professionals earning average base salaries between $130,000 and $165,000 in the U.S., according to 2025–2026 industry reports. Koenig Solutions supports learners with official Microsoft courseware and Guaranteed-to-Run batches, ensuring access to structured, instructor-led training even for retiring curricula. Mastery of Python and Azure AI through this course positions individuals to lead AI integration projects, drive innovation in cloud AI applications, and advance into senior AI engineering or AI solutions architect roles.

What You'll Learn

Implement Azure AI services with REST APIs and SDKs for seamless integration
Secure Azure AI resources using access keys and endpoints to protect your data
Monitor Azure AI services for optimal performance and accurate usage insights
Deploy Azure AI services in containers for scalable and flexible solutions
Implement generative AI solutions with Azure AI Foundry to enhance automation
Create computer vision applications with Azure AI Vision for advanced image analysis

Skills You'll Gain

Python Programming Azure AI Services Azure OpenAI Microsoft Foundry Azure Document Intelligence Azure Content Understanding Azure AI Vision Azure Speech Service REST API Integration SDK Implementation Prompt Flow Design RAG Pattern Deployment Generative AI Models Responsible AI Implementation AI Solution Governance Content Moderation Harm Detection

Prerequisites

Recommended knowledge before taking this course
  • Familiarity with Microsoft Azure and the ability to navigate the Azure portal
  • Working knowledge of Python syntax and core programming constructs
  • Understanding of JSON data format and REST API semantics
  • Experience in consuming web services using Python libraries such as requests
  • Foundational knowledge of cloud-based AI services including computer vision and natural language processing
  • Prior experience with Azure AI services or completion of foundational Azure AI coursework to prepare for the AI-102 certification exam
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Certification Exam

Everything you need to know about the AI102 certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates may retake the exam 24 hours after their first attempt. Subsequent retakes follow Microsoft's standard regional waiting period policies; consult official documentation for specific updates.
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Python Foundations + AI102

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Master Generative AI Apps with Python Foundations + AI102
Plan your Microsoft AI solution architecture on Azure Deploy optimized models from the Azure model catalog Build intelligent apps using Azure AI Foundry SDK Deploy RAG solutions with your proprietary data sets Fine-tune language models via Azure AI Foundry tools Apply responsible AI standards to generative solutions Select and deploy production-ready language models Engineer custom generative AI chat applications
2
Day 2– Develop Advanced AI Agents using Python Foundations + AI102
Initiate AI agent development workflows on Azure Build autonomous agents with Azure AI Foundry Service Integrate custom business tools into your AI agents Architect multi-agent systems via Azure AI Foundry Connect MCP Tools with Azure AI Agent ecosystems Develop intelligent agents using Microsoft Agent Framework Orchestrate complex multi-agent solution logic flows Engineer Azure AI agents with Semantic Kernel SDK
3
Day 3– Build Natural Language Solutions with Python Foundations + AI102
Detect and analyze sentiment in unstructured text Extract critical phrases and linked entity data Design high-accuracy question answering solutions Construct conversational language understanding models Implement custom text classification for business Perform precision custom named entity recognition Provision scalable Azure Translator service resources Translate multilingual text and detect languages
4
Day 4– Create Speech-Enabled Apps with Python Foundations + AI102
Provision Azure resources for advanced Speech services Use Speech-to-Text API for accurate recognition Use Text-to-Speech API for natural synthesis Configure custom audio formats and neural voices Implement Speech Synthesis Markup Language (SSML) Translate speech-to-text and speech-to-speech workflows Generate automated spoken language translations Implement robust intent and keyword recognition
5
Day 5– Implement Knowledge Mining with Python Foundations + AI102
Use prebuilt Document Intelligence models effectively Extract form data using Azure Document Intelligence Create knowledge mining solutions with Azure AI Search Develop Content Understanding client-side applications Analyze complex multimodal content data streams Create custom Document Intelligence training models Build search applications using Azure AI Search Evaluate generative AI model performance metrics

What's Included in Your Training

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

Career Outcomes

82%

of AI102 certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the AI102 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 Solutions Developer
  • Generative AI Engineer
  • Cloud AI Developer
  • AI Integration Specialist
  • Azure ML Engineer

Companies Hiring

5,000+
Microsoft Accenture Deloitte Infosys Wipro TCS Capgemini JPMorgan Chase EY Cognizant

and 5,000+ organizations worldwide seeking AI102 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.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “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
  • ★★★★★

    “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
  • ★★★★★

    “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
  • ★★★★★

    “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 AI102 training course

Is the AI-102 certification exam included in the Python Foundations + AI102 course, and what is the exam cost?
The Microsoft AI-102 certification exam is not included in the Python Foundations + AI102 course. You must purchase it separately for $165 USD. Microsoft sets this fee, which may vary by region. You must schedule your exam via Pearson VUE, as no vouchers are provided with enrollment.
What training formats are available for the Python Foundations + AI102 course, and is scheduling guaranteed?
Koenig offers the Python Foundations + AI102 course via live online 1-on-1, public classroom, and self-paced formats. All options feature Guaranteed-to-Run scheduling. Public batches proceed on confirmed dates regardless of enrollment. 1-on-1 sessions provide fully customizable timing, ensuring your training delivery without any cancellation risks due to low participation.
How long is lab access provided for the Python Foundations + AI102 course, and what environment is used?
Lab access for the Python Foundations + AI102 course lasts for the duration of training plus 30 days post-completion. You will use a cloud-based Azure sandbox. This vendor-hosted environment provides real Azure subscriptions for hands-on practice with cognitive services, AI models, and SDKs, adhering strictly to official Microsoft lab standards.
What is Koenig's rescheduling and cancellation policy for the Python Foundations + AI102 course?
Koenig permits free rescheduling with 7 or more days' notice. Cancellations or rescheduling within 7 days incur a 50% fee of the total course cost. You may reschedule training only once. All public batches are Guaranteed-to-Run, which ensures your scheduled Python Foundations + AI102 course will never be canceled due to low enrollment.
What is the format, number of questions, time limit, and passing score for the AI-102 exam?
The AI-102 exam consists of 40–60 questions, including MCQs, drag-and-drop, and case studies. You have a 100-minute time limit and must achieve a passing score of 700 out of 1000. This scenario-based, proctored exam is open-book, allowing you to access Microsoft Learn documentation during the testing period.
How long is the Microsoft Certified: Azure AI Engineer Associate certification valid, and what is the renewal process?
This certification is valid for one year. You renew it by passing a free online assessment on Microsoft Learn. This assessment becomes available six months before expiration. It focuses on recent updates, takes approximately 45 minutes, and must be completed before your certification expires to keep your status active.
What post-training support does Koenig provide after completing the Python Foundations + AI102 course?
Koenig provides 30 days of post-training support for the Python Foundations + AI102 course. This includes direct email access to your instructor, extended lab access, session recordings, and 200+ practice questions. You also receive 6 hours of free trainer consultation and a certificate of completion to bolster your exam preparation and project implementation.
What prerequisites or prior experience are recommended for the Python Foundations + AI102 course?
To succeed in the Python Foundations + AI102 course, you should have basic proficiency in Python or C#, familiarity with REST APIs, and foundational Azure knowledge (AZ-900 recommended). While not mandatory, prior exposure to machine learning concepts and holding the AI-900 certification will significantly enhance your learning experience and technical comprehension.
What career opportunities and salary ranges are associated with the Python Foundations + AI102 certification?
Graduates of the Python Foundations + AI102 course qualify for roles like Azure AI Engineer, earning between $120,000 and $160,000 annually. This certification validates expertise in generative AI, computer vision, and NLP. It aligns with the needs of 78% of enterprises currently adopting AI solutions, as cited in Microsoft’s 2025 AI Skills Report.
How does instructor-led Python Foundations + AI102 training compare to self-study in terms of exam readiness?
Instructor-led training provides structured learning, real-time doubt resolution, and exam-focused guidance, drastically improving readiness compared to self-study. Koenig’s 40-hour Python Foundations + AI102 course includes 30+ guided labs and practice assessments. Unlike self-study, this format offers personalized feedback and a live environment, reducing your preparation time and minimizing potential knowledge gaps.
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