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Edinburgh, Scotland, UK
October 21 & October 25 | Co-Located Events, Tutorials, & Workshops
October 22-24 | Conference
Find out more information for Open Source Summit + Embedded Linux Conference & OpenIoT Summit Europe 2018

Please note that you can view and download presentations on the Open Source Summit and Embedded Linux Conference + OpenIoT Summit slides pages. 
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Tuesday, October 23 • 16:40 - 17:20
Machine Learning for CI - Matthew Treinish & Andrea Frittoli, IBM

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As more applications move to a DevOps model with CI/CD pipelines, the testing required for this development model to work inevitably generates lots of data. There are valuable insights hidden in this data that ML can help extract with minimal human intervention. Using open source tools like TensorFlow and Pandas we trained ML algorithms with real-life data from the OpenStack community's CI system. We built a Kubernetes application that sets up a prediction pipeline to automate the analysis of CI jobs in near real time. It uses the trained model to classify new inputs and predict insights like test results or hosting cloud provider. In this talk, we present our experience training different ML models with the large dataset from OpenStack's CI and how this can be leveraged for automated failure identification and analysis. We also discuss how these techniques can be used with any CI system

Speakers
avatar for Andrea Frittoli

Andrea Frittoli

Developer Advocate, IBM
Andrea Frittoli is a Developer Advocate at IBM and an Open Source enthusiast. He has been primarily contributing to OpenStack since 2012 where he has been focusing mostly on Quality Engineering and CI/CD. He was the Project Technical Lead of the QA Program in OpenStack for the past... Read More →
avatar for Matthew Treinish

Matthew Treinish

Senior Software Engineer, IBM Research
Matthew has been working on and contributing to Open Source software for most of his career. He currently works for IBM Research developing open source software for quantum computing. Matthew is also a long time OpenStack contributor and a former member of the OpenStack TC (Technical... Read More →


Tuesday October 23, 2018 16:40 - 17:20
Fintry Auditorium, Level 3

Attendees (158)