this post was submitted on 21 Nov 2023
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Machine Learning

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I am looking for Linux distro for my workstation. My daily job consist of different data science and machine learning tasks. Which Linux workstation distro is considered good for data science and machine learning? Is there any general consensus? What is your personal experience doing data science and machine learning on Linux workstation?

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[–] I_will_delete_myself@alien.top 1 points 11 months ago

Ubuntu. Debian is also a good alternative if you are fine with dealing with ancient Linux Kernel.

[–] cyril1991@alien.top 1 points 11 months ago

Conda environments, containers and portability > in-depth Linux distro configuration. You really want to keep the distro configuration to a minimum, ultimately it is a distraction (“cattle not pets”).

[–] BetterComment@alien.top 1 points 11 months ago

I started with Ubuntu and saw no reason to use anything else, so I would just use 1 and stop wasting your time/energy thinking about it

[–] Automatic-Cycle-9891@alien.top 1 points 11 months ago

Ubuntu is great. When I started looking into machine learning 4 years ago, it became real clear to stay away from windows. At the time, Ubuntu was a dominant distro so I took the plunge and never looked back.

Today I had to boot up into Windows and was once again reminded of why Ubuntu rocks. Windows just gets in the way ...

[–] BetterComment@alien.top 1 points 11 months ago

I started with Ubuntu and saw no reason to use anything else, so I would just use 1 and stop wasting your time/energy thinking about it

[–] I_will_delete_myself@alien.top 1 points 11 months ago

Ubuntu. Debian is also a good alternative if you are fine with dealing with ancient Linux Kernel.

[–] cyril1991@alien.top 1 points 11 months ago

Conda environments, containers and portability > in-depth Linux distro configuration. You really want to keep the distro configuration to a minimum, ultimately it is a distraction (“cattle not pets”).

[–] brianplusplus@alien.top 1 points 11 months ago

Pop!_os, or arch, they are both equal for ML but i can sure tell you which one is easier to set up...

[–] robml@alien.top 1 points 11 months ago

Honestly:

  • Mint if completely new
  • Endeavor if you have typed on the terminal a bit before
  • Debian or Arch for more comfortable users: the more preferring slow changes the latter preferring more, however both are STABLE so up to you and your use case.
[–] brianplusplus@alien.top 1 points 11 months ago

Pop!_os, or arch, they are both equal for ML but i can sure tell you which one is easier to set up...

[–] robml@alien.top 1 points 11 months ago

Honestly:

  • Mint if completely new
  • Endeavor if you have typed on the terminal a bit before
  • Debian or Arch for more comfortable users: the more preferring slow changes the latter preferring more, however both are STABLE so up to you and your use case.
[–] Automatic-Cycle-9891@alien.top 1 points 11 months ago

Ubuntu is great. When I started looking into machine learning 4 years ago, it became real clear to stay away from windows. At the time, Ubuntu was a dominant distro so I took the plunge and never looked back.

Today I had to boot up into Windows and was once again reminded of why Ubuntu rocks. Windows just gets in the way ...

[–] mfarahmand98@alien.top 1 points 11 months ago

Manjaro. The repository has an excellent GUI and it has everything you’ll ever need (AUR included).

[–] light24bulbs@alien.top 1 points 11 months ago

Manjaro is very good

[–] light24bulbs@alien.top 1 points 11 months ago

Manjaro is very good

[–] mfarahmand98@alien.top 1 points 11 months ago

Manjaro. The repository has an excellent GUI and it has everything you’ll ever need (AUR included).

[–] Ari_Chaniese@alien.top 1 points 11 months ago

i've been using ubuntu for my data science and machine learning work, and it's been solid. plenty of community support and easy to set up. i'd recommend giving it a try.

[–] ModeSquare8129@alien.top 1 points 11 months ago
[–] Syedazainabali9@alien.top 1 points 11 months ago

i've had a solid experience with Ubuntu for data science and ML tasks. it's widely used and has great community support for troubleshooting. i'd recommend giving it a try!

[–] deep-yearning@alien.top 1 points 11 months ago

Ubuntu or debian, dont worry about the other choices.

[–] Tricky-Ad6790@alien.top 1 points 11 months ago

Ubuntu works fine. The thing that most people are scared of are the drivers pam pam paaaaam... If you get comfortable around them, the Linux distro should not matter much. Here is a good outline for Ubuntu.

[–] Solid_Map1078@alien.top 1 points 11 months ago

Kiss principal says Ubuntu

[–] Kimmydacosta@alien.top 1 points 11 months ago

i've had a great experience using ubuntu for data science and machine learning. it's widely supported and has a large community for troubleshooting. plus, it's easy to install cuda and other libraries. highly recommend it!

[–] rejectedlesbian@alien.top 1 points 11 months ago

I use Ubuntu works great.

get something that can run anaconda and then u dont need to worry about anything

[–] ComplexIt@alien.top 1 points 11 months ago
[–] intelligentrobo@alien.top 1 points 11 months ago

Debian all the way. Support and security are top-notch.