CI/CD for production-grade ML
Machine learning is still in its infancy -- especially at the tooling level. Workflows are simplistic, hacked-together, or prohibitively complicated to orchestrate. And there are few tools that satisfy the machine learning engineer, the infrastructure engineer, and the engineering manager equally.
Gradient from Paperspace is one such tool.
This whitepaper covers best practices for bringing CI/CD to the model development pipeline.