Title: Kubernetes, containers and the cloud: an overview of the tools and challenges to put models in production
Speakers: Sarah Legendre-Bilodeau and Sébastien Duguay
Description:
This workshop aims to familiarize participants with the reality of putting machine learning models into production. Participants will have the chance to test the effectiveness of these tools and use them in their work as needed.
Outline:
- Introduction to the complexity of computer systems environements
- R&D vs. Production: Can you keep up?
- Containers and orchestrators : why should you care?
- Cloud computing: Write, Plan, Apply, Destroy (Rinse & Repeat)