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Re:Launch HN: DAGWorks – ML platform for data science teams by cheptsov on Tuesday March 07, 2023 @02:13PM (#35059781)
Hey, the founder of dstack here. If I put it shortly, dstack allows you to define ML workflows as code and run them either locally or remotely (e.g. in a configured cloud). ML workflows here mean anything that you may want to do when you're developing a model - prepping data, training or finetuning a model, etc. The value - basically it automates running your workflows, without being dependant on any particular vendor. At the same time, you don't have to rewrite your Python scripts to use a particular API (because dstack is using YAML).

We aim to build the most easy tool to run ML workflows - without making you use the UI of any vendor, or hustling with Kubernetes, custom Docker images, etc.

MLFlow doesn't do what dstack does (automatic infrastructure provisioning) - unless you use Databricks.

Re:Launch HN: DAGWorks – ML platform for data science teams by krawczstef on Tuesday March 07, 2023 @02:44PM (#35060173)
Nice! We had a similar abstraction at Stitch Fix.