Welcome to how ALL software works. Just about any bozo can crank out crap code. Production ready and scalable? Completely different beast.https://twitter.com/EmilyGorcenski/status/880798373221208068 …
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Replying to @antinazipatrol
Nah, it's more complex than regular software because of living data needs and requirements for low-level maths.
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Replying to @EmilyGorcenski @antinazipatrol
Perfect example is how in software you can live with versioning and package management. For ds you need to do that for training data, too
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Replying to @EmilyGorcenski @antinazipatrol
It's more akin to servicing two concurrent software versions that don't work with each other but depend on each other.
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Replying to @EmilyGorcenski
Again, that's a problem in EVERYTHING software related. It's why deployment has become its own discipline these days.
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Replying to @antinazipatrol
Yeah, I'm aware. Bad analogy but it's hard to communicate just how rough shape DS is in. And I've worked in both domains.
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Replying to @EmilyGorcenski
Your field has some special challenges that exacerbate things a great deal.
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It's like take what software eng was able to condense into ops specialty, and fragment that into 5 specialties
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Replying to @EmilyGorcenski
Yep. In general, I'd advise any young engineer to seriously consider DevOps. It's needed and will be in demand.
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