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October 12, 2021
Los Angeles, California + Virtual
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IMPORTANT NOTE: Timing of sessions and room locations are subject to change through Monday, September 13 due to schedule changes that will be made as speakers finalize whether speaking in person or virtually.
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Tuesday, October 12 • 1:35pm - 2:05pm
AIOps for CI with Kubeflow Pipelines - Oindrilla Chatterjee & Aakanksha Duggal, Red Hat

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It’s easy to get lost in logs and dashboards while getting to the root of build or test failures. By leveraging the data made available by Kubernetes testing and visualization platforms like Prow and TestGrid, we have built AI4CI (Artificial Intelligence for Continuous Integration), an open source AIOps tool to monitor builds and help developers get to the root cause of failures. In this session, the speakers demonstrate how they developed a set of Jupyter Notebooks which are automated using Kubeflow Pipelines into a repeatable process that collects data from various CI/CD tools, calculates key performance indicator metrics, and performs analyses such as failure type prediction and build log clustering. These metrics are then displayed and explored as interactive dashboards. By the end of the talk, the audience will learn how to build AIOps monitoring tools and automated dashboards that can help provide more visibility into their tests to better support their CI/CD processes.
Speakers
avatar for Oindrilla Chatterjee

Oindrilla Chatterjee

Senior Data Scientist, Red Hat
Oindrilla is a Senior Data Scientist at Red Hat, in the Office of the CTO working on emerging trends and research in ML and AI. She works on evaluating new tools, platforms, and methodologies in the open source Data Science ecosystem, for enhancing Red Hat products and internal services... Read More →
avatar for Aakanksha Duggal

Aakanksha Duggal

Senior Data Scientist, Red Hat Inc
Aakanksha Duggal is a Senior Data Scientist in the Emerging Technologies Group at Red Hat. She is a part of the Data Science team and works on developing open source software that uses AI and machine learning applications to solve engineering problems.

Kubernetes AI Day AI4CI pdf
Tuesday October 12, 2021 1:35pm - 2:05pm PDT
Room 502 AB + Online
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