AI/ML

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Article

Protecting your models made easy with Authorino

JooHo Lee

This article demonstrates how to register the SKlearn runtime as a Custom ServingRuntime, deploy the iris model on KServe with OpenDataHub, and apply authentication using Authorino to protect the model endpoints.

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InstructLab

InstructLab is a model-agnostic AI Tool that makes it possible to train Large Language Models(LLMs). A supported version of InstructLab is available on RHEL AI while the community version is available freely that can run on any laptop.

RHEL Image Mode-based container with Podman CLI
Learning path

Build your AI application with AI Lab extension in Podman Desktop

Podman AI Lab is an open-source extension for Podman Desktop that allows you to work with LLMs ( Large Language Models ) in a local environment. From getting started with AI and experimenting with models and prompts to model serving and playgrounds for common generative AI use cases, Podman AI Lab enables you to quickly integrate AI into your applications without depending on infrastructure beyond your laptop. Podman Desktop provides a graphical interface that makes it easy to work with...

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Article

How to install KServe using Open Data Hub

JooHo Lee

Learn a simplified method for installing KServe, a highly scalable and standards-based model inference platform on Kubernetes for scalable AI. 

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Article

Implement AI-driven edge to core data pipelines

Bruno Meseguer

The Edge to Core Pipeline Pattern automates a continuous cycle for releasing and deploying new AI/ML models using Red Hat build of Apache Camel and more.

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Article

The road toward AI: Fundamentals

Maarten Vandeperre

Explore fundamental concepts of artificial intelligence (AI), including machine learning and deep learning, and learn how to integrate AI into your platforms and applications.

AI Lab
Article

AI Lab Recipes

Sally O'Malley +1

The AI Lab Recipes repository offers recipes for building and running containerized AI and LLM applications to help developers move quickly from prototype to production.