Applied AI: From Data Science to MLOps
The Applied AI: From Data Science to MLOps course from Koenig Original equips data scientists and machine learning engineers to move models from development into reliable production systems. It solves the critical pain point of failed deployments and unmonitored models by covering end-to-end workflows in a 56-hour program.
This Koenig Original course features Guaranteed-to-Run dates and 1-on-1 training, preparing learners for MLOps leadership roles with lasting impact on scalable AI initiatives.
Training Formats & Pricing
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Applied AI: From Data Science to MLOps course by Koenig Original is designed for data scientists, machine learning engineers, and MLOps specialists aiming to bridge the gap between model development and production deployment. This program equips professionals with the skills to operationalize AI workflows, focusing on lifecycle management, reproducibility, and automation. With only 22% of companies successfully integrating machine learning into operations, according to industry surveys, the demand for skilled practitioners in this domain is rapidly increasing. The course prepares learners for real-world challenges in deploying scalable AI systems, making it ideal for those targeting roles such as MLOps Engineer, Machine Learning Engineer, or Cloud AI Specialist.
Participants engage with a robust suite of industry-standard tools including Azure Machine Learning, MLflow, DVC, Azure DevOps, GitHub Actions, and Kubernetes, all accessed through the Azure Portal and integrated development environments. The hands-on labs provide practical experience in configuring CI/CD pipelines, automating model retraining, and implementing monitoring for data drift and model performance. Students build and deploy a complete machine learning solution using the Azure MLOps (V2) Accelerator, configuring end-to-end workflows that include model packaging, version control, and automated deployment. This real-world project ensures learners gain proficiency in managing the full MLOps lifecycle within a secure, cloud-native environment.
This training supports career advancement by preparing candidates for vendor-aligned MLOps practices recognized across enterprises deploying AI at scale. Certified professionals report an average salary increase of up to 28%, with ML engineers commanding typical salaries between $115,000 and $145,000 globally. Koenig Solutions enhances learning outcomes with its Guaranteed-to-Run delivery model, expert instructors, and access to official courseware, ensuring reliable and high-quality training. Graduates emerge ready to lead AI initiatives, drive model governance, and implement scalable, maintainable machine learning systems in production environments.
What You'll Learn
Skills You'll Gain
Prerequisites
- Working knowledge of Python for data manipulation and developing machine learning models with Azure Machine Learning, the leading cloud platform for AI deployment.
- Experience with Azure Machine Learning service, including setting up workspaces and training models, essential for deploying AI solutions efficiently.
- Familiarity with GitHub Actions to automate CI/CD workflows, streamlining machine learning pipeline deployment and updates.
- Understanding of the complete machine learning lifecycle—training, evaluation, deployment, and monitoring—crucial for managing AI projects from start to finish.
- Basic proficiency in infrastructure as code (IaC) using Azure CLI or Bicep, enabling scalable and repeatable AI infrastructure deployment.
- Hands-on experience with version control of machine learning models and datasets via Git, ensuring reproducibility and collaboration in AI projects.
- Mastering these prerequisites prepares you to excel in the 'Applied AI: From Data Science to MLOps' course by Koenig, which covers advanced AI deployment techniques.
- This foundational knowledge is vital for professionals aiming to implement AI solutions that are reliable, scalable, and easy to maintain in cloud environments.
Certification Exam
Everything you need to know about the Applied AI: From Data Science to MLOps certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Architecting Applied AI Solutions
2
Day 2– Training and Evaluating ML Models
3
Day 3– Responsible AI and Production Deployment
4
Day 4– Advanced MLOps with Azure and GitHub
5
Day 5– Automating Workflows with Koenig Original
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Official Courseware
Hands-On Lab Environment (30 days)
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Hands-On Lab
Live Lab Sandbox
Real EnvironmentPractice 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 GuideComprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.
Post-Training Access
30 Days30 days of extended lab access after your training ends so you can continue practicing.
Career Outcomes
of Applied AI: From Data Science to MLOps certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the Applied AI: From Data Science to MLOps certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- MLOps Engineer
- Machine Learning Engineer
- Applied AI Engineer
- ML Platform Engineer
- AI Operations Specialist
- Cloud MLOps Engineer
Companies Hiring
and 5,000+ organizations worldwide seeking Applied AI: From Data Science to MLOps certified professionals
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
Resources
Learn more about Applied AI: From Data Science to MLOps before you enroll
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Read ArticleHappiness Guarantee
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