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Simplifying the MLOps stack
We’re introducing dstack — an open-source command-line utility to provision and orchestrate ML infrastructure
Andrey Cheptsov
Oct 4, 2022
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Simplifying the MLOps stack
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May 2022
The anti-pattern of ad-hoc training
In my last article, I wrote about how the use of Jupyter notebooks harms MLOps. Because everyone seems to adore notebooks, I expected most people would…
Andrey Cheptsov
May 27, 2022
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The anti-pattern of ad-hoc training
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Notebooks and MLOps. Choose one.
In the previous issue, I wrote about what MLOps suffers from. Now that I come to think of it, I have realized that it is worth writing about one more…
Andrey Cheptsov
May 13, 2022
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Notebooks and MLOps. Choose one.
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April 2022
Things that kill MLOps
Most of today’s ML models are built using public datasets and trained in notebooks. No surprise these models are hard to productize. Operations require…
Andrey Cheptsov
Apr 28, 2022
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Things that kill MLOps
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March 2022
How dstack works
Our vision for the future of training models and managing data
Andrey Cheptsov
Mar 30, 2022
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How dstack works
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