logo
Dates

Author


Conferences

Tags

Sort by:  

Authors: Samo Turk, Christian Geier
2023-04-20

tldr - powered by Generative AI

Building an on-premise MLops platform for International Space Station data with a small team is challenging but possible with automation and open-source components.
  • Automate as much as possible, especially for small teams
  • Ask for help and give back to the community
  • Experiment but also learn the basics
  • Building an on-premise MLops platform for International Space Station data is challenging but possible with commitment
  • Key pillars of the platform are Kubernetes, GitLab, and Kubeflow
  • MicroK8s was chosen as the Kubernetes distribution for its ease of deployment and add-ons
  • Kubeflow is a complete data science workbench that is Kubernetes native and actively developed
  • Automation is necessary for managing the platform
  • Telemetry data from the Columbus module of the International Space Station is used for anomaly detection, diagnostics, and configuration
  • Microgravity introduces unique challenges for monitoring and ventilation