Stop Training Models in DEV. Train Them in LAB.

John Raines
8 min readAug 4, 2023
Photo by Raghav Bhasin on Unsplash

Congratulations, ML professionals of all kinds! Only 10 years after Andrew Ng taught everyone about gradient descent, our respectable profession has almost entirely moved away from using the PROD environment for everything. Pat yourself on the back.

Now shame on you! Because I glanced over your shoulder just now and saw you training a model in DEV. There’s a better way, people, and

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John Raines

For money, I’m a software engineer who primarily works in machine learning platform design. For free, I read fantasy novels and raise children (my own).