Red Hat Certified Specialist in OpenShift AI (EX267) Exam Preparation
Comprehensive preparation for the Red Hat Certified Specialist in OpenShift AI (EX267) performance-based exam. Master installing, configuring, and managing Red Hat OpenShift AI (RHOAI) 2.13 on OpenShift Container Platform 4.17. This hands-on course covers all eight exam domains: RHOAI installation, platform configuration, data science projects, workbenches, Git-managed notebooks, model training and serving, data science pipelines, and AI/ML monitoring. Designed for data scientists, ML engineers, and MLOps professionals who need to build, deploy, and manage machine learning models in enterprise OpenShift environments.
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Why This Course is Different
Get everything you need to master platform engineering and advance your career
Certificate of Completion
Earn a certificate while gaining real-world skills that go beyond traditional certification prep
Hands-on Labs
9 practical labs with real-world scenarios in pre-configured cloud environments
Expert-Led
Learn from Sam Gabrail, Former HashiCorp Sr. Solutions Engineer with 15+ years experience
Community Support
Join our community where members help each other and collaborate on learning
What You'll Master
Install Red Hat OpenShift AI operator and configure DataScienceCluster resources
Manage RHOAI users, groups, permissions, and resource allocations
Create and organize data science projects with workbenches and data connections
Launch and configure JupyterLab workbenches with appropriate notebook images
Import custom notebook images and manage notebook environments
Use Git version control within JupyterLab for collaborative notebook development
Train machine learning models using RHOAI workbenches
Deploy models using single-model (KServe) and multi-model (ModelMesh) serving platforms
Build data science pipelines using the Kubeflow Pipelines SDK (kfp v2)
Monitor model performance, resource utilization, and pipeline execution
Configure S3-compatible data connections for model artifacts and pipeline storage
Manage the model lifecycle from training through production deployment
Course Curriculum
SECTION 1 – INTRODUCTION TO RED HAT OPENSHIFT AI
Install Red Hat OpenShift AI and understand its architecture and components
- •RHOAI Architecture and Components
- •Community
- •The RHOAI Operator, DSCInitialization, and DataScienceCluster
- •Installing RHOAI via Web Console and CLI
- •Install and Configure Red Hat OpenShift AILab
- •RHOAI Installation and Architecture QuizQuiz
SECTION 2 – CONFIGURE AND MANAGE RHOAI
Manage users, resources, custom notebook images, and dashboard settings
- •Managing Users, Groups, and Permissions
- •Resource Allocation, Quotas, and Tolerations
- •Creating and Importing Custom Notebook Images
- •RHOAI Dashboard Configuration and Settings
- •Configure Users, Resources, and Custom ImagesLab
- •RHOAI Configuration and Management QuizQuiz
SECTION 3 – DATA SCIENCE PROJECTS
Create and configure data science projects with storage and data connections
- •Understanding Data Science Projects in RHOAI
- •Data Connections, S3 Storage, and Persistent Volumes
- •Project Organization and Collaboration Patterns
- •Create and Configure Data Science ProjectsLab
- •Data Science Projects QuizQuiz
SECTION 4 – DATA SCIENCE WORKBENCHES
Launch JupyterLab workbenches and work with notebook environments
- •Workbenches, Notebook Images, and IDE Environments
- •Working in the JupyterLab Environment
- •Workbench Lifecycle: Start, Stop, Configure, and Troubleshoot
- •Create and Use Data Science WorkbenchesLab
- •Data Science Workbenches QuizQuiz
SECTION 5 – GIT INTEGRATION FOR JUPYTER NOTEBOOKS
Use Git version control within JupyterLab for collaborative development
- •Git Integration in JupyterLab
- •Collaborative Notebook Workflows with Git
- •Manage Jupyter Notebooks with GitLab
- •Git and Notebook Collaboration QuizQuiz
SECTION 6 – WORKING WITH MACHINE LEARNING MODELS
Train, save, deploy, and test ML models using KServe and ModelMesh
- •Machine Learning Fundamentals for RHOAI
- •Training Models in RHOAI Workbenches
- •Saving, Loading, and Exporting Models
- •Model Serving: KServe and ModelMesh
- •Deploying Models and Testing Inference Endpoints
- •Model Registry for Lifecycle Management
- •Train, Serve, and Test Machine Learning ModelsLab
- •Machine Learning Models QuizQuiz
SECTION 7 – DATA SCIENCE PIPELINES
Build, run, schedule, and monitor automated ML pipelines with kfp v2
- •Introduction to Data Science Pipelines in RHOAI
- •Building Pipelines with the Kubeflow Pipelines SDK (kfp v2)
- •Pipeline Components, Parameters, and Artifacts
- •Running, Scheduling, and Tracking Pipeline Experiments
- •Create and Run Data Science PipelinesLab
- •Data Science Pipelines QuizQuiz
SECTION 8 – MONITOR AI/ML MODELS AND APPLICATIONS
Monitor model serving, pipelines, and detect bias with TrustyAI
- •Monitoring AI/ML Workloads in RHOAI
- •Model Serving Metrics and Performance Monitoring
- •Pipeline Monitoring, Logs, and Troubleshooting
- •TrustyAI: Model Fairness and Bias Detection
- •Monitor Models, Pipelines, and RHOAI ResourcesLab
- •AI/ML Monitoring QuizQuiz
SECTION 9 – EXAM PREPARATION AND PRACTICE
Strategy, review, and a full practice exam simulation for the EX267
- •EX267 Exam Strategy and Time Management
- •Comprehensive Exam Objectives Review
- •EX267 Practice Exam SimulationLab
- •Comprehensive Final AssessmentQuiz
Course Features
Hands-on Labs
Lots of hands-on labs to learn by doing
Join our Community
Community support to ask questions and collaborate
Test Your Knowledge
Quizzes to help you grasp the material well
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Browse Free ContentHi there, I'm Sam
I'm a husband and father of two wonderful boys. I'm also very passionate 🔥 about all things technology. From when I was 10, I had a dream to become a computer 💻 engineer one day. Here I am today living the dream!
Thanks for visiting TeKanAid Academy. My goal is to teach you all things DevOps. Below are some of the things I've done over the years. I'm confident that I can help you achieve your dreams too.
- 15+ years of experience in various Information Technology fields from Telecommunications, Computer Networks, Digital Transformation, DevOps, Cybersecurity, and IoT
- President of TeKanAid Solutions Inc. building online content in the DevOps space
- Previous – Sr. Solutions Engineer at HashiCorp
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Terraform: Authorized HashiCorp Instructor
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HashiCorp Authorized Instructors are experienced DevOps professionals who deliver official HashiCorp training courses in person and virtually.
Issued by HashiCorp Partner Network (HPN)
Vault: Authorized HashiCorp Instructor
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HashiCorp Authorized Instructors are experienced DevOps professionals who deliver official HashiCorp training courses in person and virtually.
Issued by HashiCorp Partner Network (HPN)
HashiCorp Certified: Terraform Associate (002)
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Earners of the HashiCorp Certified: Terraform Associate certification know the basic concepts, skills, and use cases associated with open source HashiCorp Terraform.
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HashiCorp Certified: Vault Associate (002)
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Earners of the HashiCorp Certified: Vault Associate certification know the basic concepts, skills, and use cases associated with open source HashiCorp Vault.
Issued by HashiCorp
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