mallochio

+1 for mentioning this. Took it out for a test run. Really neat stuff.

Could you also give us some details about the software you specifically use in the pipeline, other than kubernetes/docker? Do you use any available (possibly open source)? tools for versioning and monitoring? Or are you building this all up from scratch for your needs?

Interesting. Could you maybe expand on the tools that you utilize inside the pipeline for ETL, model creation, annotation and testing?

Thanks for the reply. Could you give some more insight into how and what tools you choose for the different sort of tasks (say NLP vs CV vs RL)? Also, how and why are different tools/pipelines better for production and product building?

This is great, thanks for the link. Could you expand on how this workflow be different/better than sticking to just something like TFX and tensorflow serving? Is it easier to use or more scalable?

Thanks a bunch for taking the effort to create this, and for making it open source.! The project looks amazing.

Could you maybe also explain what the target audience is? Are there any benefits for using Polyaxon in (solo) research projects on a cluster, or is it tailored towards production-ready environments at corporations?