Red Hat AI Technical Overview (AI067)

AI067

Red Hat Enterprise Linux

Free course

Red Hat

Red Hat AI Technical Overview (AI067)

Course Description An introduction to operationalizing AI/ML with Red Hat AI

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Course Description

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.

Course summary

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

Outline for this course

The challenges of operationalizing AI
The value of Red Hat AI
Demo: Introduction to Red Hat AI platform
Fast, flexible and scalable inference
Benchmarking and evaluating models
Distributed inference and models-as-a-service
Demo: Inference
Connecting models to data
Model customization tools
Distributed training
AI pipelines
Demo: Model customization
Agentic AI
Demo: Agentic AI
Scaling AI across the hybrid cloud
Managing resources
Safety, monitoring and observability
Demo: Guardrails and observability

Audience for this course

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 training

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).

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