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Vancouver, BC, Canada
August 27 & 28 - Co-Located Events, Tutorials, Labs & Lightning Talks
August 29-31 - Conference
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Wednesday, August 29 • 4:50pm - 5:30pm
Machine Learning for CI - 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 →


Wednesday August 29, 2018 4:50pm - 5:30pm
Room 118