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How Do People Generally Handle Moving From Experimental Mode With Notebooks And Then Running Pipelines For Production Training And Beyond?
Nbdev ia "neat" but it's ultimately another framework that you have to enforce.
Re: maturity models - you will find no love for then here 😉 mainly because they don't drive research to production
Your described setup can easily be outshined by a ClearML deployment, but sagemaker instances are cheaper. If you have a limited number of model architectures you can get tge added benefit of tracking your s3 models with ClearML with very little code changes. As for deployment - that's another story altogether.
Maybe some of the other silent lurkers here would like to comment?
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3 years ago
one year ago