MLOps Fluff

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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
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
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
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Notebooks and MLOps. Choose one.
 • Andrey Cheptsov
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Things that kill MLOps
 • Andrey Cheptsov
The anti-pattern of ad-hoc training
 • Andrey Cheptsov
How dstack works
 • Andrey Cheptsov
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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
How dstack works
Our vision for the future of training models and managing data
 • 
Andrey Cheptsov
MLOps Fluff
MLOps Fluff
Strong opinions on MLOps, developer tools, and open-source. Edited by the dstack team.

MLOps Fluff

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