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Discover how to leverage Generative AI capabilities in this technical conference talk that demonstrates the implementation of AI/ML platforms on Kubernetes using Open Data Hub. Dive into a comprehensive demonstration featuring two Mistral-based Large Language Models (LLMs), comparing one that incorporates Retrieval-Augmented Generation (RAG) using PostgreSQL vector extensions against a standard implementation. Learn about the practical application of a Gradio chatbot interface and explore how RAG technology enhances response accuracy. Examine two distinct pipeline implementations - Administrative and Data Scientist personas - showcasing the seamless integration between Open Data Hub and OpenShift Pipelines powered by Tekton. Gain insights into essential components including Kubernetes Platform architecture, Node Feature Discovery, NVIDIA GPU Operators, Software Defined Storage solutions, Tekton pipeline orchestration, GitOps implementation through Argo CD, Gitea Operator functionality, and Knative and Istio service mesh capabilities. Master the implementation of GPU-accelerated AI solutions while maintaining scalable and secure infrastructure for next-generation applications.
