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DevConf.US 2019 has ended
DevConf.us 2019 is the 2nd annual, free, Red Hat sponsored technology conference for community project and professional contributors to Free and Open Source technologies held at the Boston University in the historic city of Boston, USA.

When: Thursday, August 15 to Saturday, August 17, 2018

Venue: Boston University, George Sherman Union Building
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Thursday, August 15 • 14:40 - 15:25
ML pipelines with Kubeflow, Argo and Open Data Hub

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Data scientists and machine learning (ML) engineers rely heavily on creating workflows to train, verify, and deploy ML models. Argo is a cloud-native workflow management tool that enables the creation of sophisticated native Kubernetes ML workflows. Kubeflow is an ML toolkit that incorporates best-of-breed ML projects (for example, TensorFlow) as well as providing important infrastructure such as hyperparameter tuning. The Open Data Hub (ODH) is a scalable data lake platform that provides tools such as distributed Spark and Ceph data store. In this presentation we will explore workflow features available using Argo running as a component of Kubeflow and integrated with ODH. Presentation will include a live demonstration of ML workflows using Kubeflow, Spark and Ceph.

Speakers
avatar for Peter MacKinnon

Peter MacKinnon

Principal Software Engineer, Red Hat Inc.
Pete MacKinnon is a Principal Software Engineer in the AI Center of Excellence at Red Hat. He is actively involved in the Kubeflow and Open Data Hub open source projects. He works closely with Red Hat customers and partners to successfully bring their machine learning and analytics... Read More →
avatar for Juana Nakfour

Juana Nakfour

Senior Software Engineer at Red Hat AICOE team., Red Hat
Senior Software Engineer at Red Hat AICOE team with many years of advanced R&D experience in the telecommunications industry. Juana's focus is broad and includes AI/ML Platform, wireless communication networks, embedded/mobile devices, cloud services and data analysis.


Thursday August 15, 2019 14:40 - 15:25 EDT
Terrace Lounge GS Union, BU