Global Skill Development Council (GSDC) Guaranteed-to-Run

Certified MLOps Professional (CMLOP)

The Certified MLOps Professional (CMLOP) by Global Skill Development Council (GSDC) equips machine learning engineers, data scientists, and DevOps professionals with skills to automate model deployment, manage ML lifecycles, and ensure scalable AI systems in production—solving the critical industry challenge that 33% of IT leaders face in hiring qualified ML talent. Trusted by over 250,000 professionals globally, this certification delivers practical frameworks for real-world MLOps implementation.

This course prepares you for the GSDC Certified MLOps Professional (CMLOP) certification with official vendor-authorized courseware and 30-day lab access for hands-on practice. You’ll gain a globally recognized credential that validates your expertise in production-grade ML operations, positioning you to lead high-impact AI initiatives and accelerate career growth in enterprise AI roles.

40 Hours (5 Days)
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Course Overview

The Certified MLOps Professional (CMLOP) by the Global Skill Development Council (GSDC) equips data engineers, ML engineers, and DevOps professionals with the skills to automate, deploy, and monitor machine learning models in production environments. Designed for those aiming to bridge the gap between data science and operations, this certification covers the full MLOps lifecycle—from experiment tracking and model versioning to CI/CD workflows and monitoring. With demand for MLOps expertise rising, 70% of AI hiring now focuses on individual contributors who can ship models to production, making CMLOP a strategic credential for professionals in this high-growth field.

Participants gain hands-on experience with industry-standard tools including MLflow for experiment tracking and model registry, Docker and Kubernetes for containerization and orchestration, GitHub Actions for CI/CD automation, and TFX pipelines for scalable ML workflows. The course includes a capstone project where learners build an end-to-end MLOps pipeline, integrating tools like Prometheus and Grafana for real-time monitoring. Using self-paced labs and expert-led resources, students configure automated training, deployment, and drift detection systems, simulating real-world scenarios such as A/B testing and model rollback in production-grade environments.

The GSDC Certified MLOps Professional (CMLOP) certification is globally recognized and validates practical proficiency in managing ML lifecycles at scale. With the median MLOps salary reaching $184,000 in the U.S., this credential opens pathways to senior technical roles in top sectors like technology, manufacturing, and financial services. Koenig Solutions enhances preparation with official courseware, 1-on-1 training, and a Guaranteed-to-Run schedule, ensuring learners master both the exam and real-world applications. Earning the CMLOP certification positions professionals to lead scalable AI initiatives and advance into high-impact roles in enterprise machine learning operations.

What You'll Learn

Architect and implement the full MLOps lifecycle to standardize machine learning workflows, achieving a 40% reduction in time-to-market for AI systems with the Certified MLOps Professional (CMLOP) certification from GSDC.
Configure MLflow experiment tracking to ensure 100% reproducibility of model training runs and maintain audit-ready transparency in all machine learning projects.
Execute model versioning via MLflow Model Registry to achieve zero-downtime deployments and enable instant rollbacks in production environments.
Automate CI/CD pipelines using GitHub Actions to reduce manual deployment errors by 50% and accelerate release cycles for production-ready models.
Deploy containerized machine learning models on Kubernetes to achieve 99.9% service uptime and ensure scalable, resilient AI infrastructure.
Monitor model performance and detect data drift using Prometheus to maintain model accuracy within a 5% variance threshold in real-world applications.

Prerequisites

Recommended knowledge before taking this course
  • Basic Understanding of Machine Learning: Familiarity with fundamental concepts of machine learning, including supervised and unsupervised learning, algorithms, and model evaluation metrics.
  • Programming Skills: Proficient in at least one programming language widely used in machine learning, such as Python or R.
  • Basic Knowledge of Data Handling: Understanding of basic data manipulation and analysis techniques, including the use of data libraries like Pandas or NumPy.
  • Familiarity with Cloud Platforms: Introductory knowledge of cloud computing concepts, particularly in relation to deploying machine learning models on cloud services.
  • Understanding of Version Control Systems: Basic experience with version control tools like Git, which is essential for collaborating on MLOps projects.
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Certification Exam

Everything you need to know about the Certified MLOps Professional (CMLOP) certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Complimentary retake available
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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 Certified MLOps Professional (CMLOP) certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Certified MLOps Professional (CMLOP) 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
  • Certified MLOps Professional (CMLOP) Engineer
  • Machine Learning Engineer
  • ML Infrastructure Engineer
  • AI Platform Engineer
  • DevOps Engineer specializing in MLOps
  • Machine Learning Operations Specialist

Companies Hiring

5,000+
Google Amazon Microsoft Accenture Deloitte IBM NVIDIA JPMorgan Chase Meta Capgemini

and 5,000+ organizations worldwide seeking Certified MLOps Professional (CMLOP) 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.”

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

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  • ★★★★★

    “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.”

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    Ahmed R.

    Business Intelligence Lead

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  • ★★★★★

    “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

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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.”

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    “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 Certified MLOps Professional (CMLOP) training course

Is the Certified MLOps Professional (CMLOP) exam included in the training cost, and what is the exam fee?
The Certified MLOps Professional (CMLOP) certification exam is fully included in the Koenig Solutions training package at no extra cost. The official GSDC exam fee is $400, discounted from $800, which covers your certification attempt and one free retake attempt.
What training formats are available for the Certified MLOps Professional (CMLOP) course, and is it Guaranteed-to-Run?
Koenig offers the Certified MLOps Professional (CMLOP) course via live online 1-on-1, public instructor-led, and classroom formats. All formats are Guaranteed-to-Run (GTR), ensuring your training proceeds even with a single participant, providing reliable, uninterrupted learning for busy IT professionals.
How long is lab access provided, and what type of lab environment is used for the CMLOP course?
You receive 30 days of access to a cloud-hosted, sandboxed lab environment for the Certified MLOps Professional (CMLOP) course. This secure, vendor-aligned infrastructure supports hands-on practice with MLOps tools via a Bring Your Own Laptop (BYOL) setup, eliminating local installation.
What is Koenig's rescheduling and cancellation policy for the CMLOP training course?
Koenig allows free rescheduling of your Certified MLOps Professional (CMLOP) training if requested over 10 days before the start date. Changes within 10 days incur a 50% fee. The same session cannot be rescheduled more than once; cancellations follow this same fee structure.
What is the format, number of questions, passing score, and time limit for the CMLOP exam?
The Certified MLOps Professional (CMLOP) exam features 40 multiple-choice questions with a 90-minute time limit. You must achieve a 65% passing score. This closed-book, online proctored exam evaluates your expertise in model deployment, monitoring, and robust CI/CD pipeline management.
How long is the CMLOP certification valid, and what is the renewal process and cost?
The Certified MLOps Professional (CMLOP) certification remains valid for 5 years. Renewal requires retaking the current GSDC exam at the $400 fee. There are no grace periods or continuing education credits, ensuring your skills remain aligned with the latest industry MLOps standards.
What post-training support does Koenig provide after completing the CMLOP course?
Koenig provides 30 days of post-training support for Certified MLOps Professional (CMLOP) graduates. This includes session recordings, study materials, and email-based mentor access. You also benefit from a 100% happiness guarantee, free rescheduling, and eligibility for revision classes to ensure exam success.
What are the prerequisites or recommended experience levels for the Certified MLOps Professional (CMLOP) certification?
While prior machine learning or DevOps experience is recommended, it is not mandatory for the Certified MLOps Professional (CMLOP) certification. The course targets data engineers, ML engineers, and DevOps professionals who want to master automating and managing ML workflows in production environments.
What career impact and salary increase can CMLOP certification provide with real figures?
Earning the Certified MLOps Professional (CMLOP) certification can boost your salary by 15–20%. MLOps engineers in the US command median base salaries between $145,000 and $180,000. This credential significantly improves your employability for high-demand, scalable AI/ML deployment roles in enterprise cloud environments.
How does Koenig's CMLOP training compare to self-study in terms of effectiveness and exam success?
Koenig’s Certified MLOps Professional (CMLOP) training provides structured, expert-led instruction, hands-on labs, and Guaranteed-to-Run scheduling, which drastically improves first-attempt pass rates compared to self-study. You gain access to mentors, recorded sessions, and real-world projects, creating a comprehensive, exam-focused path for professional certification success.
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