The Future of Reproducible Research - Powered by Kubeflow
Explore the future of reproducible research powered by Kubeflow in this 35-minute conference talk by Trevor Grant at CNCF's KubeCon + CloudNativeCon North America 2022. Delve into the importance of reproducibility in scientific research and how Kubeflow, an open-source, cloud-native data science platform, revolutionizes the process. Learn about a peer-reviewed article published with a Kubeflow Pipeline, enabling easy verification and iterative improvement of results. Discover the benefits of publishing full pipelines alongside code and data for the academic community. Gain insights into the replication crisis, its causes, and consequences, as well as practical examples of reproducing research using Apache Spark, Kubernetes, and Kubeflow. Explore topics such as rapid testing for CT scans, de-noising images, and visualizing results using open-source solutions. Understand the structure of Kubeflow pipelines and their role in enhancing reproducibility. Conclude with actionable insights on implementing replication-friendly practices in research and leveraging Kubeflow for more efficient and transparent scientific workflows. Read more