Skip to main content
Red Hat
Red Hat Training

Red Hat AI Technical Overview

AI067CourseAI
Download PDF

An introduction to operationalizing AI/ML with Red Hat AI

This free technical overview describes the complex AI landscape and the significant enterprise challenges associated with bringing AI applications into production. It details how the Red Hat AI portfolio provides a unified, consistent, enterprise-ready AI platform built on the foundation of OpenShift for deployment anywhere across the hybrid cloud. The platform accelerates model development and delivery by offering features like high-performance inference with vLLM and llm-d, model customization via RAG and fine-tuning, and pipelines and observability features to govern and automate the entire model lifecycle.

What you'll learn

  • Challenges of operationalizing AI
  • Red Hat AI portfolio value
  • Inference
  • Connecting models to data
  • Agentic AI
  • Scaling AI in the Enterprise
  • Demos of each major feature area

Course Outline

01The challenges of operationalizing AI
02The value of Red Hat AI
03Demo: Introduction to Red Hat AI platform
04Fast, flexible and scalable inference
05Benchmarking and evaluating models
06Distributed inference and models-as-a-service
07Demo: Inference
08Connecting models to data
09Model customization tools
10Distributed training
11AI pipelines
12Demo: Model customization
13Agentic AI
14Demo: Agentic AI
15Scaling AI across the hybrid cloud
16Managing resources
17Safety, monitoring and observability
18Demo: Guardrails and observability

Prerequisites

  • ›There are no prerequisites for this Technical Overview.
  • ›For further learning about our inference stack on Red Hat AI, please watch Red Hat AI Inference Server Technical Overview (AI010).

Who should attend

  • ›Data scientists and AI practitioners who want to build and train ML models
  • ›Developers who want to build and integrate agentic AI applications
  • ›Platform engineers responsible for installing, configuring, deploying, and monitoring AI applications at scale

Recommended next course or exam

Red HatAuthorized Training Partner

CRS is a Red Hat Authorized Training Partner and winner of the Training Reseller Impact of the Year 2023 award for META.

Red Hat Training FAQs

Is CRS an authorized Red Hat Training Partner?

Yes. CRS is a Red Hat Authorized Training Partner and winner of the Red Hat Training Reseller Impact of the Year 2023 award for the Middle East, Turkey & Africa region. CRS delivers the full Red Hat catalogue — including RHCSA, RHCE, Ansible Automation Platform, OpenShift, and all Red Hat Learning Subscriptions.

What Red Hat certifications can I achieve through CRS?

Through CRS you can pursue Red Hat Certified System Administrator (RHCSA), Red Hat Certified Engineer (RHCE), all Red Hat Certified Specialist designations, and Red Hat Certified Architect (RHCA) — the highest Red Hat certification available. Exam vouchers and preparation courses are available for all certification tracks.

What is the Red Hat Learning Subscription?

The Red Hat Learning Subscription is a 365-day all-access subscription to Red Hat's online learning library, including self-paced courses, virtual hands-on labs, and exam preparation content. Available in Standard and Premium tiers — Premium includes instructor-led course sessions and up to 5 exam vouchers with 5 retakes.

Does CRS deliver Red Hat training across Africa?

Yes. CRS delivers Red Hat training across South Africa, Nigeria, Kenya, Ghana, Uganda, Zimbabwe, Zambia, and other African markets, as well as North America. Instructor-led online courses are accessible from any location without travel.

How do I book a Red Hat course or arrange group training?

Use the booking form in the sidebar to submit your enquiry for this course. For group bookings of 5 or more delegates, indicate the number of delegates and preferred dates — the CRS training team will respond within 1 business day with availability and scheduling options.