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45 points

The worst part of ML is Python package management

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5 points

Yeah, I feel like Python is partly responsible for most of this meme. It’s easy for very simple scripts and it has lots of ML libraries. But all the stuff in between is made more difficult by the whole ecosystem being focused on scripting…

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4 points

The worst part of ML is Python package management

Do you have some time to talk about our Lord and Savior, venv?

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2 points

Had to use wsl and manually set environment variables to get accelerate and bitsandbytes to work the other day, why can’t pip install just work? Venv is just another layer that conda should be solving, and even that isn’t enough to overcome Python’s craptastic nature

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1 point

At that point you may as well go full Vagrant or start using Docker images.

And no matter how quirky or obtuse venv/conda/pip can be, they will never be as bad as Node. Ever. Node will hold that King Shit crown forever, or at least to God I hope it does.

Something worse than Node coming around and getting popular might just make me quit IT altogether.

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3 points

Poetry gang

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2 points

Underrated comment!!!

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2 points

Nah, it’s pushing inference to prod. Any idiot can make an ipynb to train a model, but packaging everything into an app ecosystem is where you actually need a lot of non-ML software engineering know-how.

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3 points

So true. I’m on an AI product team. None of the engineers know that much about learning/ai — our expertise is in high availability/scalability/distributed systems.

The AI part it when a data scientist hands us a notebook and says: implement this algorithm.

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