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A Journey of Building an Enterprise AI PaaS With Kubernetes

Offered By: CNCF [Cloud Native Computing Foundation] via YouTube

Tags

Conference Talks Courses Big Data Courses Deep Learning Courses Kubernetes Courses Microservices Courses Istio Courses Platform as a Service (PaaS) Courses

Course Description

Overview

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Explore a comprehensive conference talk detailing the development of an Enterprise AI Platform-as-a-Service (PaaS) using Kubernetes. Dive into Bestpay's transition from a complex, multi-cluster setup to a unified CloudNative ML infrastructure. Learn how to co-locate Big Data, deep learning, and microservice workloads on Kubernetes, unify model serving layers across various ML libraries, and properly configure Istio in production. Gain insights from a real-world case study of an online model service breakdown, and discover strategies for improving operational efficiency, reducing data redundancy, and enhancing resource utilization in ML workflows.

Syllabus

A Journey of Building an Enterprise AI PaaS With Kubernetes - Vincent Xie, Bestpay


Taught by

CNCF [Cloud Native Computing Foundation]

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