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MLOps Engineering on AWS Intermediate

MLOps Engineering on AWS equips DevOps engineers, ML engineers, and operations professionals with skills to automate, deploy, and monitor machine learning models in AWS, solving the critical industry challenge of operationalizing ML at scale. With demand for ML engineers rising—projected among the top AI jobs—this course delivers hands-on expertise in SageMaker pipelines, CI/CD for ML, and model monitoring to maintain performance alignment with business KPIs.

This course prepares learners for the AWS Certified Machine Learning Engineer – Associate certification, enhancing credibility and career growth. Koenig’s official AWS-authorized training ensures access to current courseware and Guaranteed-to-Run schedules. Master MLOps practices to confidently deploy, scale, and maintain production ML systems on AWS.

24 Hours (3 Days)
Live Online / Classroom
86+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,450
Dedicated instructor, your schedule Fastest
Public Batch USD 1,850
Group class, fixed schedule Most Popular

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Course Overview

MLOps Engineering on AWS is an intermediate-level course offered by AWS that equips DevOps engineers, ML engineers, and developers with the skills to operationalize machine learning models using AWS services. Designed for professionals responsible for deploying and maintaining ML workloads, this course bridges the gap between data science and operations by emphasizing collaboration, automation, and best practices in MLOps. With demand for ML engineers growing rapidly—ranked among the top AI jobs in the U.S.—this training addresses a critical industry need, preparing learners to streamline ML workflows in enterprise environments.

The course focuses on key AWS technologies including Amazon SageMaker, AWS Step Functions, SageMaker Pipelines, AWS CodeBuild, and SageMaker Model Monitor, all accessed through the AWS Console. Participants engage in hands-on labs where they build automated ML pipelines that handle model training, testing, and deployment, while also implementing monitoring solutions for data drift and model bias. A core project involves configuring a full CI/CD pipeline using SageMaker Projects and AWS infrastructure to automate end-to-end model orchestration, enabling students to gain practical experience in real-world MLOps scenarios.

MLOps Engineering on AWS prepares candidates for the AWS Certified Machine Learning Engineer – Associate (MLA-C01) certification, a role-based credential recognized for validating expertise in operationalizing ML solutions on AWS. Professionals with this certification are well-positioned for career advancement, with ML engineers commanding average salaries around $125,000 according to industry reports. Koenig Solutions supports learners with official AWS courseware, expert-led instruction, and a Guaranteed-to-Run schedule, ensuring reliable access to training. Graduates emerge ready to lead scalable, secure, and maintainable ML deployments in production environments.

What You'll Learn

Implement MLOps best practices on AWS to manage the end-to-end machine learning lifecycle.
Build automated ML workflows using AWS Step Functions to orchestrate model development and deployment.
Deploy scalable production models using Amazon SageMaker and AWS CodePipeline for continuous delivery.
Monitor model performance and data drift using Amazon EventBridge and SageMaker Model Monitor.
Secure MLOps pipelines on AWS by applying IAM policies and encryption to protect sensitive data.
Automate model retraining cycles with Amazon SageMaker to maintain accuracy and operational efficiency.

Skills You'll Gain

MLOps Engineering Amazon SageMaker ML Workflow Automation CI/CD Pipelines Model Monitoring Data Drift Detection AWS Step Functions SageMaker Pipelines Model Versioning Traffic Shifting SageMaker Projects Inference Monitoring ML Security Multi-account Strategy Automated Deployment Model Retraining Human-in-the-Loop

Prerequisites

Recommended knowledge before taking this course
  • Basic understanding of cloud computing and AWS services
  • Experience with DevOps practices and automation on AWS
  • Hands-on experience with Amazon SageMaker for data science projects
  • Knowledge of machine learning workflows, models, and terminology
  • Ability to design and implement CI/CD pipelines on AWS
  • Familiarity with AWS infrastructure as code tools like AWS CloudFormation or AWS CDK
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Certification Exam

Everything you need to know about the MLOps Engineering on AWS certification exam

Exam Details
Exam Name
MLOps Engineering on AWS
Exam Cost
$150
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates must wait 14 days before retaking the exam. No attempt limits apply, though each attempt requires full payment.
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MLOps Engineering on AWS

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What's Included in Your Training

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

Hands-On Lab

Live Lab Sandbox

Real Environment

Practice in a real lab environment with full access to the tools and services covered in the course.

30+ Guided Labs

30+

Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.

Lab Manual Included

Full Guide

Comprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.

Post-Training Access

30 Days

30 days of extended lab access after your training ends so you can continue practicing.

Career Outcomes

78%

of MLOps Engineering on AWS certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the MLOps Engineering on AWS 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
  • Machine Learning Engineer
  • ML Platform Engineer
  • DevOps Engineer (MLOps)
  • AWS ML Operations Specialist
  • Cloud MLOps Engineer

Companies Hiring

5,000+
Amazon Accenture Deloitte JPMorgan Chase Goldman Sachs Capgemini IBM TCS Infosys Wipro

and 5,000+ organizations worldwide seeking MLOps Engineering on AWS certified professionals

Meet Your Instructor

👤
Sachin Chauhan
20+
Years Exp.
5,000+
Students
4.9
Avg Rating
IT Professional with 16+ Years of rich experience in Microsoft .NET Module.
Worked on various Microsoft products, like Developing Microsoft Azure Solutions, Microsoft AI, Cognitive services, Web
Services, Microsoft ASP.NET Core MVC Web Applications, Programming in C#, HTML5,
CSS3, JavaScript, Angular, reactJs, and SharePoint development on all the versions of SharePoint from 2007 to 2016.
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+
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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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    Azure Administrator

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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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    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.”

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    Cloud Solutions Architect

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  • ★★★★★

    “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.”

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    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.”

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    Data Platform Engineer

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  • ★★★★★

    “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
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