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Thursday, November 21 • 2:25pm - 3:55pm
Tutorial: From Notebook to Kubeflow Pipelines: An End-to-End Data Science Workflow - Michelle Casbon, Google, Stefano Fioravanzo, Fondazione Bruno Kessler, & Ilias Katsakioris, Arrikto (Limited Available Seating; First-Come, First-Served Basis)

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Please bring your laptop fully charged as we will have limited charging stations available in the room.

This session targets data scientists and ML engineers who want to leverage Kubernetes to scale up their Machine Learning experiments. Attendees will learn a) the basics of Kubeflow, the ML toolkit for K8s, and b) how to build and deploy complex data science pipelines on-prem and on the Cloud with Kubeflow Pipelines.

The tutorial will focus on two essential aspects:
1. Low barrier to entry: deploy a Jupyter Notebook to Kubeflow Pipelines on the cloud using a fully GUI-based approach. This workflow enables data scientists to exploit the scaling potential of K8s - no CLI commands, SDKs, or K8s knowledge required.
2. Reproducibility: automatic data versioning and volume snapshots will enable full reproducibility and collaborative development, as well as fine grained analysis and visualizations after pipeline executions.

Setup: must bring own laptop. Qwiklab/GCP credits will be provided
Speakers
avatar for Michelle Casbon

Michelle Casbon

Senior Engineer, Google
Michelle Casbon is a Senior Engineer at Google, where she focuses on open source for machine learning and big data tools. Prior to joining Google, she was at Qordoba as Director of Data Science and Idibon as a Senior Data Science Engineer. Within these roles, she built and shipped... Read More →
avatar for Stefano Fioravanzo

Stefano Fioravanzo

Product Manager
Stefano Fioravanzo is a Research Software Engineer at Fondazione Bruno Kessler, an ICT research center leading AI research in Italy for 40 years. His interests lie in building AI platforms based on Cloud Native technologies, empowering local communities and producers with smart tools... Read More →
avatar for Ilias Katsakioris

Ilias Katsakioris

Software Engineer, Arrikto
Ilias Katsakioris is a Software Engineer at Arrikto. He holds a Diploma in Electrical and Computer Engineering from the National Technical University of Athens. He is a Kubernetes and Kubeflow enthusiast, and he has been contributing to the Kubeflow project for almost a year. His... Read More →

From Notebook to Kubeflow Pipelines pdf
Thursday November 21, 2019 2:25pm - 3:55pm PST
Hall D - San Diego Convention Center
  Tutorials, Machine Learning + Data