Azure MLOps Advanced
The Azure MLOps course equips data scientists and machine learning engineers with skills to design, train, deploy, and monitor scalable ML solutions on Microsoft Azure, solving the critical pain point of unreliable model deployment and lack of production visibility. With 85% of AI projects failing to reach production (Gartner), this course delivers proven MLOps practices using Azure Machine Learning, MLflow, and DevOps automation to ensure consistent, auditable, and efficient model operations.
This training prepares learners for the Microsoft Machine Learning Operations (MLOps) Engineer Associate (AI-300) certification, validating expertise in automating model lifecycle management and GenAIOps. Koenig Solutions provides official vendor-authorized courseware and 30-day lab access, enabling hands-on practice with real-world scenarios. Graduates gain the skills to build robust, observable AI systems that drive enterprise innovation.
Training Formats & Pricing
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Microsoft Azure MLOps course (DP-100T01) equips data scientists, AI engineers, and machine learning operations specialists with the skills to design and implement scalable machine learning solutions on Azure. Aligned with the Microsoft Certified: Azure Data Scientist Associate certification (exam DP-100), this training targets professionals responsible for building production-ready ML workflows, managing model lifecycles, and optimizing AI applications. With 95% of Fortune 500 companies leveraging Azure for cloud workloads, expertise in Azure MLOps is in high demand across industries including healthcare, finance, and retail, where automated model deployment and monitoring are critical for operational efficiency.
Participants gain hands-on experience with core Azure services including Azure Machine Learning, MLflow, Azure AI Foundry, GitHub Actions, and Azure DevOps. Through structured labs in the Azure Portal, students configure compute instances, create automated training pipelines, and deploy models to online endpoints using CI/CD workflows. A key project involves building an end-to-end MLOps pipeline that uses GitHub Actions to trigger model retraining, register models in a shared registry, and promote validated models from development to production environments while implementing drift monitoring and rollback capabilities—mirroring real-world enterprise practices.
This course prepares learners for the DP-100 exam, a recognized credential in the AI and data science community that validates expertise in operationalizing machine learning on Azure. Certified professionals report average salary increases of up to 25%, with Azure Data Scientists earning median salaries exceeding $130,000 annually in North America. Koenig Solutions enhances preparation with Guaranteed-to-Run scheduling, official Microsoft courseware, and access to live labs, ensuring mastery of MLOps concepts. Completing this training empowers individuals to lead AI initiatives, improve model reliability, and advance into senior roles such as MLOps Engineer or AI Solution Architect.
What You'll Learn
Skills You'll Gain
Prerequisites
- Creating cloud resources in Microsoft Azure for Azure MLOps deployment
- Using Python to explore and visualize data effectively for Azure MLOps projects
- Training and validating machine learning models with Scikit-Learn, PyTorch, or TensorFlow in Azure MLOps workflows
- Working with containers in Azure to streamline deployment of Azure MLOps solutions
- AI-900T00: Microsoft Azure AI Fundamentals or equivalent experience to build foundational knowledge for Azure MLOps
Certification Exam
Everything you need to know about the dp-100t01 certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Master Azure MLOps Workspace Configuration
2
Day 2– Accelerate Azure MLOps Model Experimentation
3
Day 3– Enhance Azure MLOps Training Performance
4
Day 4– Govern Azure MLOps and Responsible AI
5
Day 5– Deploy Azure MLOps Pipelines at Scale
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Official Courseware
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Career Outcomes
of dp-100t01 certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the dp-100t01 certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- Azure MLOps Engineer
- AI Operations Engineer
- Machine Learning Engineer
- GenAI Operations Specialist
- AI Platform Engineer
- Cloud ML Engineer
Companies Hiring
and 5,000+ organizations worldwide seeking dp-100t01 certified professionals
Meet Your Instructor
With an academic background in Computer Science and extensive experience in training corporate clients worldwide, I have developed strong expertise across a wide range of platforms and technologies, including Azure, CertNexus, Databricks, and AWS. I am well-versed in programming languages such as Python, Python for Machine Learning, R, Julia, and other object-oriented programming languages. I also hold multiple certifications, including DP-100, AI-102, AI-900, AZ-204, AZ-220, AZ-400, machine learning associate in Databricks and the AWS Machine Learning Specialty. Since the last few years I am also working with agentic AI technology where we can create agents specific to some task and also generic agents using GUI platform and also using code-based approach.
For the past five years, I have been associated with Koenig, where I have delivered high-quality training to clients across various industries. My industry exposure, technical proficiency, and passion for continuous learning enable me to consistently deliver results and contribute significant value to any organization.
Associated with Koenig since February 2020.
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
Frequently Asked Questions
Everything you need to know about the dp-100t01 training course
Is the DP-100 certification exam included in the Azure MLOps training, and what is the cost if purchased separately?
What training formats are available for the Azure MLOps course, and does Koenig offer Guaranteed-to-Run scheduling?
How long is lab access provided for the Azure MLOps course, and what type of environment is used?
What is Koenig's rescheduling and cancellation policy for the Azure MLOps course?
What is the format, number of questions, passing score, and time limit for the DP-100 exam?
How long is the Microsoft Certified: Azure Data Scientist Associate certification valid, and what is the renewal process?
What post-training support does Koenig provide after completing the Azure MLOps course?
What are the prerequisites or prior experience needed for the Azure MLOps course?
What career opportunities and salary ranges can professionals expect after earning the Azure MLOps certification?
How does instructor-led Azure MLOps training at Koenig compare to self-study options?
Still have questions?
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Learn more about dp-100t01 before you enroll
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