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Microsoft Fabric with MLOPS

Microsoft Fabric with MLOPS equips data scientists, data engineers, and AI engineers with skills to streamline machine learning workflows using integrated DevOps practices in Microsoft’s unified analytics platform. As 75% of data science projects fail to reach production (Gartner), this course solves deployment bottlenecks by teaching model tracking with MLflow, automated pipelines, and batch prediction generation—critical for organizations adopting AI at scale.

This course prepares learners for the Microsoft Certified: Fabric Analytics Engineer Associate certification (Exam DP-600), featuring official vendor-authorized courseware and 30-day lab access at Koenig. Graduates gain industry-recognized credentials to accelerate careers in enterprise AI deployment.

24 Hours (3 Days)
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Course Overview

The Microsoft Fabric with MLOPS course by Microsoft is designed to equip data professionals with the skills to implement end-to-end data science and machine learning solutions using the unified analytics platform. Aligned with the DP-604T00 curriculum, this training prepares learners for the “Implement a data science and machine learning solution with Microsoft Fabric” Applied Skills credential. It is ideal for data scientists, data engineers, and AI engineers who are responsible for building, evaluating, and deploying machine learning models. With 92% of Fortune 500 companies adopting Azure-based analytics services, demand for Microsoft Fabric expertise is rapidly growing across industries requiring scalable MLOps workflows.

This course covers core technologies including Microsoft Fabric notebooks, Data Wrangler, MLflow, SynapseML, and Azure Portal, providing hands-on experience in a cloud-based lab environment. Students engage in practical labs where they preprocess real-world datasets, train machine learning models using scikit-learn, track experiments with MLflow, and deploy models to generate batch predictions. A key project involves building an MLOps pipeline that moves a trained model from a development workspace to production using cross-workspace logging, simulating enterprise deployment scenarios. Through these exercises in the Azure Portal, learners gain proficiency in managing the full lifecycle of machine learning models within Microsoft Fabric’s integrated SaaS environment.

By completing this course, participants are prepared for the Microsoft Applied Skills certification in data science and machine learning on Microsoft Fabric, a credential recognized by leading cloud employers. Certified professionals report average salary increases of 20%, with data scientists leveraging Fabric tools earning median salaries of $135,000 in North America. Koenig Solutions enhances this training with Guaranteed-to-Run scheduling, official Microsoft courseware, and access to expert instructors for personalized guidance. Upon completion, learners are positioned to lead AI initiatives, drive data-driven decision-making, and advance into senior roles such as Machine Learning Engineer or Cloud Data Architect.

What You'll Learn

"Configure data science environments in Microsoft Fabric with MLOPS to streamline your AI workflows and enhance productivity."
"Preprocess data efficiently using Data Wrangler in Microsoft Fabric, enabling cleaner datasets for more accurate machine learning models."
"Train machine learning models with notebooks in Microsoft Fabric, reducing development time and improving model accuracy."
"Track model experiments using MLflow integrated in Microsoft Fabric, ensuring reproducibility and better experiment management."
"Manage machine learning model versions seamlessly within Microsoft Fabric, supporting smooth deployment and updates."
"Generate batch predictions with deployed models in Microsoft Fabric, accelerating your AI deployment and delivering faster insights."

Prerequisites

Recommended knowledge before taking this course
  • Course Overview
  • Microsoft Fabric with MLOPS by Microsoft is a comprehensive platform that integrates data engineering, machine learning, and MLOps to streamline AI deployment. As detailed in the official Microsoft DP-600 certification learning paths, the platform provides a unified environment that combines lakehouses, workspaces, and MLOps tools to facilitate scalable AI solutions. Designed for data scientists and engineers, this platform empowers organizations to accelerate AI innovation and improve operational efficiency. By leveraging the integrated capabilities of Microsoft Fabric, professionals can build, deploy, and manage machine learning models within a secure and compliant ecosystem.
  • Prerequisites
  • Proficiency in Python for data analysis and machine learning tasks.
  • Practical experience with MLflow for tracking experiments and managing model lifecycles.
  • Familiarity with Azure Data Lake Storage Gen2 and its role in cloud-based analytics.
  • Knowledge of Microsoft Fabric core components including lakehouses and workspaces.
  • Competency equivalent to the DP-600 certification level regarding data engineering and analytics workloads.
  • Hands-on experience working with notebooks in a cloud-based data science environment.
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Certification Exam

Everything you need to know about the Microsoft Fabric with MLOPS certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Eligible for retake 24 hours after the first attempt; subsequent attempts follow standard Microsoft certification retake policies.
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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

85%

of Microsoft Fabric with MLOPS certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Microsoft Fabric with MLOPS 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
  • MLOps Engineer
  • AI Engineer
  • Cloud DevOps Engineer
  • Machine Learning Operations Specialist
  • Generative AI Operations Engineer
  • Azure AI Engineer

Companies Hiring

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

and 5,000+ organizations worldwide seeking Microsoft Fabric with MLOPS 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
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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 Microsoft Fabric with MLOPS training course

Is the certification exam included in the Microsoft Fabric with MLOps course, and what is the cost if separate?
The certification exam is not included in the Microsoft Fabric with MLOps course and requires a separate purchase. The Microsoft Certified: Machine Learning Operations Engineer Associate (AI-300) exam costs $165 USD. Pricing varies by country or region of proctoring, as verified by the official Microsoft certification portal.
What training formats does Koenig offer for Microsoft Fabric with MLOps, and is Guaranteed-to-Run scheduling available?
Koenig provides live online, 1-on-1, classroom, and self-paced (Flexi) formats for Microsoft Fabric with MLOps. Our Guaranteed-to-Run scheduling ensures your session proceeds even with a single participant. We offer flexible weekday and weekend batches to support global learners across all time zones.
How long is lab access provided, and what environment is used for Microsoft Fabric with MLOps training?
You receive 30 days of lab access post-enrollment via Microsoft-hosted cloud sandboxes. These environments provide hands-on experience with real-world data scenarios in Microsoft Fabric. These secure, isolated setups allow for practical mastery of data science, MLflow integration, and notebook-based experimentation without requiring any local software installation.
What is Koenig's rescheduling and cancellation policy for the Microsoft Fabric with MLOps course?
Koenig allows free rescheduling of your Microsoft Fabric with MLOps course with prior notice. Cancellations made before the start date incur no penalty. Our 100% Happiness Guarantee provides a full refund if you discontinue within the first 20% of the course, ensuring your complete satisfaction and flexibility.
What is the format, number of questions, passing score, and time limit for the Microsoft Fabric with MLOps certification exam?
The AI-300 exam is a 120-minute proctored assessment covering MLOps infrastructure, model lifecycles, and GenAIOps. While the specific question count remains private, you must achieve a passing score of 700 out of 1,000 (70%). Detailed requirements are available in the official Microsoft study guide.
How long is the Microsoft Fabric with MLOps certification valid, and what is the renewal process and cost?
The Microsoft Fabric with MLOps certification remains valid for one year. You can renew it at no cost by passing a free online assessment on Microsoft Learn. Renewal becomes available six months before expiration, extending your certification validity by another year upon successful completion of the update exam.
What post-training support does Koenig provide after completing the Microsoft Fabric with MLOps course?
Koenig offers 30 days of post-training support, including lab access, recorded sessions, and expert mentor guidance. Learners receive a free retake option within six months and access to Qubits42 self-test software. These tools reinforce your exam readiness and ensure practical application of your new MLOps skills.
What prerequisites or prior experience are recommended for enrolling in the Microsoft Fabric with MLOps course?
We recommend foundational knowledge in Python, machine learning, and DevOps practices, including GitHub Actions and CLI tools. Prior experience with Azure services and data science workflows will significantly improve your ability to master MLOps implementation within the Microsoft Fabric ecosystem.
What salary increase or career impact can professionals expect after earning the Microsoft Fabric with MLOps certification?
Professionals with the Microsoft MLOps certification earn between $115,000 and $160,000 annually in the U.S. Roles often progress to Senior ML Engineer or AI Platform Architect. Certification holders typically report a 15–25% salary uplift due to the high demand for experts in scalable AI production environments.
How does instructor-led Microsoft Fabric with MLOps training compare to self-study in terms of effectiveness and pass rates?
Instructor-led training at Koenig delivers higher pass rates than self-study through structured curricula, hands-on labs, and expert mentorship. Unlike unguided preparation, our program includes Guaranteed-to-Run scheduling and real-time doubt resolution. This focused approach significantly improves your first-attempt exam success and long-term technical skill retention.
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