ShopifyDifficulty: Advanced
Tangle: An open-source ML experimentation platform built at Shopify scale
Distributed ML experimentation platform that reduces computation overhead, ensures reproducibility, and enables seamless experiment sharing across teams.
Interview angle
How would you design a system to manage and coordinate ML experiments across large teams while minimizing redundant computation?
- Failure / topic
Inefficient ML experimentation at scale with high compute overhead and coordination costs
- Source
- shopify.engineering