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CNCF [Cloud Native Computing Foundation]

The Future of Reproducible Research - Powered by Kubeflow

CNCF [Cloud Native Computing Foundation] via YouTube

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Overview

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This talk explores how Kubeflow Pipelines can support reproducible research. It uses a peer-reviewed article with a pipeline as an example and discusses making the workflow—from data cleansing to visualization—available for verification and improvement.

Syllabus

About the Narrator (me)
About Electric Elk
My Main Hustle This Month
REPRODUCIBILITY
The Replication Crisis: What Is It?
The Replication Crisis: Causes
The Replication Crisis: Consequences
My Experience Trying to Reproduce Research
Tower of Babel: Making Apache Spark, K8s, and Kubeflow Play Nice
Rapid Testing Needed - Desperately
CT Scans for Rapid Testing
Low Dose CT Scans
"De-Noising" Images
Data Source
Why (F)OSS Based Solution
S3 Buckets
Visualizing Results
Positive Outcomes: Cool Example for Book
Calls To Action: Assume Replication
Calls To Action: Assume they won't be using your laptop.
What is Kubeflow and Why Will it Help? Talk about Kubaflow pipelines a series of docker containers that execute stops then hand off data to next step
Setting up Kubeflow
Conclusion: Buy our book

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CNCF [Cloud Native Computing Foundation]

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