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For some reason, I find it really grating how most deep learning stuff are pretty much impossible to do without paying quite a bit to a 3rd party service by the
by spion 4y ago
For some reason, I find it really grating how most deep learning stuff are pretty much impossible to do without paying quite a bit to a 3rd party service by the hour. Its one of the rare things in computing that you can't get started with unless you have some significant resources - most other things you can theoretically do with any old laptop and internet connection (ok - you may need to pay once you get users, but not just to get started)
- cweill 4y agoGoogle colab is $49/mo to get an A100. Trust me when I say you can build multimillion-dollar ML companies with just that (and maybe $100 extra dollars per month of spot credits).
- vorpalhex 4y agoYou can get a lot of success by buying used gpus of the right sort (usually pro gpus, not gaming cards). There is still cost in terms of power - gpus run hot and loud.
- askiiart 4y agoI bought a Tesla K80 for ~$200 off eBay, and now it's going for less than $150, and you can essentially get the same but just 1 GPU for $100. It has 12 GB of VRAM, and works great for "medium-duty" machine learning and AIs like Stable Diffusion. It does run hot (150W per GPU), and I've had to make a [custom solution to cool it](https://github.com/askiiart/k80-linux-cooling https://github.com/askiiart/k80-linux-cooling), but it works great considering the price. By the way, you can essentially never have an application use the 2 GPUs in parallel in any useful way; I'd suggest just getting a K20X instead.
- izzygonzalez 4y agoAt certain scales that’s true but there’s plenty you can experiment with with just Colaboratory or Kaggle… at least to get some intuition before jumping to spending money.
- riku_iki 4y agoI think that model he trained can be trained on consumer RTX 3060, you just maybe would need to wait 4 times longer comparing to A100 he used.
- mattnewton 4y agoI’ve found Google’s Colab to be a pretty great deal for getting started and playing around.
- cactusplant7374 4y agoRunpod and Colab are the easiest to get started. Google cloud has a crazy sales funnel that will make you go crazy. $20 should get you pretty far I would think.