AI268 Developing and Deploying AI/ML Applications on Red Hat OpenShift AI with Exam Intermediate
This course equips data scientists, developers, and MLOps engineers with hands-on skills to develop, train, and deploy AI/ML applications on Red Hat OpenShift AI, solving the growing industry challenge of operationalizing machine learning at scale—addressing a 45% projected CAGR in enterprise AI deployment demand through 2027. It delivers practical expertise in Jupyter notebooks, model serving, and data science pipelines using OpenShift AI 2.13 and OpenShift 4.16.
Prepares directly for the Red Hat Certified Specialist in OpenShift AI Exam (EX267). Koenig Solutions provides official vendor-authorized courseware and 30-day lab access, ensuring mastery of performance-based exam objectives and enabling professionals to validate skills that command a 25% premium in cloud-AI roles.
Training Formats & Pricing
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Course Overview
The AI268 Developing and Deploying AI/ML Applications on Red Hat OpenShift AI with Exam is a comprehensive training program by Red Hat designed to equip professionals with the skills needed to build, deploy, and manage AI/ML applications in enterprise environments. This course prepares candidates for the Red Hat Certified Specialist in OpenShift AI Exam (EX267), a performance-based certification that validates expertise in operationalizing AI workflows on OpenShift. It is ideal for data scientists, AI practitioners, developers, and MLOps engineers seeking to integrate machine learning into cloud-native applications. With 78% of enterprises adopting hybrid cloud AI platforms like Red Hat OpenShift AI to streamline model deployment, this course meets growing industry demand for certified professionals who can bridge data science and DevOps.
Participants gain hands-on experience with core technologies including Red Hat OpenShift AI 2.13, Jupyter Notebooks, Kubeflow Pipelines, Elyra, KServe, and vLLM for large language model inference. Through immersive labs in the Red Hat OpenShift web console and CLI environment, students configure data science workbenches, create custom notebook images, train machine learning models, and deploy them using standard and advanced serving runtimes. A key project involves building an end-to-end data science pipeline that ingests data, trains a predictive model, tracks experiments, and serves the model via the OpenShift AI dashboard—mirroring real-world MLOps workflows. These practical exercises ensure learners master the full AI/ML lifecycle on a production-grade platform.
By completing the AI268 course and passing the EX267 exam, professionals earn the Red Hat Certified Specialist in OpenShift AI credential, recognized globally as a benchmark for AI/ML operational expertise. Certified individuals report salary increases of up to 30%, with AI Platform Engineers and Cloud AI Specialists in India earning between ₹15–25 lakhs annually. Koenig Solutions enhances this journey with Guaranteed-to-Run batches, official Red Hat courseware, and 1-on-1 instructor support, ensuring exam readiness. Graduates are positioned to lead AI initiatives, drive GenAI adoption, and advance into roles such as AI Solutions Architect or MLOps Engineer in enterprise hybrid cloud environments.
What You'll Learn
Skills You'll Gain
Prerequisites
- Experience with Git version control, including cloning, committing, and pushing code to repositories, is essential for managing AI/ML application development on Red Hat OpenShift AI with Exam.
- Proficiency in Python programming, including writing and debugging scripts used in data science workflows, is crucial for deploying AI/ML models effectively on Red Hat OpenShift.
- Hands-on experience with Red Hat OpenShift, particularly deploying and managing containerized AI/ML applications on OpenShift Container Platform, is required to succeed in this course.
- Completion of the Red Hat OpenShift Developer II: Building and Deploying Cloud-native Applications (DO288) course or equivalent real-world experience is recommended for mastering AI deployment on OpenShift.
- Familiarity with core machine learning concepts, such as model training, evaluation, and inference pipelines, is vital for developing scalable AI solutions on Red Hat OpenShift AI with Exam.
- A basic understanding of Generative AI, Large Language Models (LLMs), and their operationalization using MLOps/LLMOps practices will help learners implement advanced AI/ML applications efficiently on Red Hat OpenShift.
Certification Exam
Everything you need to know about the AI268 certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Mastering Red Hat OpenShift AI Foundations
2
Day 2– Deployment and Environment Customization
3
Day 3– Machine Learning Fundamentals with RHOAI
4
Day 4– Production-Grade Model Serving
5
Day 5– Automating Data Science Pipelines
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 AI268 certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the AI268 certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- MLOps Engineer
- AI Platform Engineer
- OpenShift AI Architect
- Machine Learning Operations Specialist
- AI Solutions Architect
- Cloud AI Engineer
Companies Hiring
and 5,000+ organizations worldwide seeking AI268 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 -
★★★★★
“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 AI268 training course
Is the Red Hat Certified Specialist in OpenShift AI Exam (EX267) included in the AI268 Developing and Deploying AI/ML Applications on Red Hat OpenShift AI with Exam course?
What training formats does Koenig offer for AI268, and is it Guaranteed-to-Run?
How long is lab access provided for the AI268 course, and what environment is used?
What is Koenig's rescheduling and cancellation policy for the AI268 course?
What is the format, duration, and passing score of the Red Hat EX267 certification exam included in AI268?
How long is the Red Hat Certified Specialist in OpenShift AI certification valid, and how can it be renewed?
What post-training support does Koenig provide after completing the AI268 course?
What are the prerequisites or prior experience needed for enrolling in the AI268 course?
What is the average salary impact or career benefit for professionals certified via the AI268 course?
How does the AI268 course compare to self-study for preparing for the EX267 exam?
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