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AIOps for CI with Kubeflow Pipelines

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

Tags

Conference Talks Courses DevOps Courses Jupyter Notebooks Courses Continuous Integration Courses Key Performance Indicators Courses AIOps Courses Kubeflow Pipelines Courses

Course Description

Overview

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Explore the world of AIOps for Continuous Integration in this insightful conference talk from KubeCon + CloudNativeCon. Learn how to leverage Kubeflow Pipelines to build AI4CI, an open-source AIOps tool designed to monitor builds and assist developers in identifying root causes of failures. Discover how to develop Jupyter Notebooks automated through Kubeflow Pipelines, creating a repeatable process that collects data from various CI/CD tools, calculates key performance indicators, and performs advanced analyses like failure type prediction and build log clustering. Gain valuable knowledge on constructing AIOps monitoring tools and automated dashboards to enhance visibility into tests and bolster CI/CD processes. This presentation offers practical insights for developers looking to streamline their troubleshooting processes and improve overall development efficiency.

Syllabus

AIOps for CI with Kubeflow Pipelines - Oindrilla Chatterjee & Aakanksha Duggal, Red Hat


Taught by

CNCF [Cloud Native Computing Foundation]

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