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Production AI at Scale: Cloudera's Journey in Building a Robust Inference Platform

CNCF [Cloud Native Computing Foundation] via YouTube

Overview

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Explore a 37-minute conference talk that delves into Cloudera's AI Inference Service, a secure platform designed for generative AI and predictive inference workloads. Learn how Cloudera built their robust inference platform using Kubernetes, CNCF, and Apache open source projects, focusing on openness, security, scalability, performance, and standards compliance. Discover the architectural details of implementing production-grade AI inferencing in Big Data environments, including critical aspects such as performance optimization, scaling strategies, authentication mechanisms, fine-grained authorization, and audit logging procedures. Gain valuable insights from Cloudera's journey and experiences in developing a large-scale AI platform that successfully balances openness with security requirements.

Syllabus

Production AI at Scale: Cloudera’s Journey in Building a Robust Infer... Zoram Thanga & Peter Ableda

Taught by

CNCF [Cloud Native Computing Foundation]

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